{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step1 因子算法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#coding=utf-8\n",
    "import pandas as pd\n",
    "import talib as ta\n",
    "import numpy as np\n",
    "\n",
    "# 1. 编制函数需要的算法，调用talib计算momentum\n",
    "def momentum(df, period=5):\n",
    "    return pd.DataFrame(\n",
    "        {name: ta.ROCR(item.values, period)\n",
    "         for name, item in df.iteritems()},\n",
    "         index=df.index\n",
    "        )\n",
    "\n",
    "def winsorize(df):\n",
    "    q = df.quantile([0.025, 0.975])\n",
    "    if isinstance(q, pd.Series) and len(q) == 2:\n",
    "        df[df < q.iloc[0]] = q.iloc[0]\n",
    "        df[df > q.iloc[1]] = q.iloc[1]\n",
    "    return df\n",
    "\n",
    "def standardize(df):\n",
    "    df_std = df.std()\n",
    "    df_mean = df.mean()\n",
    "    return (df - df_mean) / df_std\n",
    "\n",
    "# 2. 定义计算alpha值的类\n",
    "class alphas(object):\n",
    "    def __init__(self, pn_data):\n",
    "        self.close = pn_data.minor_xs('close')\n",
    "        self.PE = pn_data.minor_xs('PE')\n",
    "        self.PB = pn_data.minor_xs('PB')\n",
    "        self.PS = pn_data.minor_xs('PS')\n",
    "        self.PCF = pn_data.minor_xs('PCF')\n",
    "\n",
    "# 3. 编制因子的函数，并返回因子DataFrame\n",
    "    def mom_alpha(self):\n",
    "        alpha = -1 * momentum(self.close)\n",
    "        return alpha\n",
    "\n",
    "    def PE_alpha(self):\n",
    "        alpha = -standardize(winsorize(self.PE))\n",
    "        return alpha\n",
    "\n",
    "    def PB_alpha(self):\n",
    "        alpha = -standardize(winsorize(self.PB))\n",
    "        return alpha\n",
    "\n",
    "    def PS_alpha(self):\n",
    "        alpha = -standardize(winsorize(self.PS))\n",
    "        return alpha\n",
    "\n",
    "    def PCF_alpha(self):\n",
    "        alpha = -standardize(winsorize(self.PCF))\n",
    "        return alpha"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step2 获取股票池（沪深300 & 创业板）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('002230.XSHE', '002299.XSHE', '601225.XSHG', '002174.XSHE', '601727.XSHG', '600019.XSHG', '601127.XSHG', '002385.XSHE', '601216.XSHG', '300070.XSHE', '000709.XSHE', '002074.XSHE', '600074.XSHG', '000983.XSHE', '300133.XSHE', '300072.XSHE', '601118.XSHG', '300059.XSHE', '000826.XSHE', '300144.XSHE', '600867.XSHG', '300024.XSHE', '002131.XSHE', '002152.XSHE', '600188.XSHG', '600010.XSHG', '600009.XSHG', '000792.XSHE', '300002.XSHE', '600048.XSHG', '002739.XSHE', '300017.XSHE', '300033.XSHE', '000778.XSHE', '600271.XSHG', '300058.XSHE', '601258.XSHG', '601600.XSHG', '300251.XSHE', '000060.XSHE', '600383.XSHG', '600875.XSHG', '002146.XSHE', '600111.XSHG', '600256.XSHG', '601933.XSHG', '600873.XSHG', '600446.XSHG', '300027.XSHE', '000027.XSHE', '000425.XSHE', '600583.XSHG', '300168.XSHE', '002153.XSHE', '601021.XSHG', '000977.XSHE', '000555.XSHE', '000402.XSHE', '002183.XSHE', '600352.XSHG', '600157.XSHG', '000876.XSHE', '600582.XSHG', '601611.XSHG', '000800.XSHE', '000630.XSHE', '600718.XSHG', '000839.XSHE', '600196.XSHG', '601958.XSHG', '002202.XSHE', '600008.XSHG', '600606.XSHG', '600037.XSHG', '600637.XSHG', '002310.XSHE', '002292.XSHE', '600332.XSHG', '000712.XSHE', '600737.XSHG', '600068.XSHG', '600783.XSHG', '000718.XSHE', '000157.XSHE', '600208.XSHG', '601857.XSHG', '002500.XSHE', '600739.XSHG', '000415.XSHE', '600021.XSHG', '600150.XSHG', '000166.XSHE', '600369.XSHG', '002065.XSHE', '600252.XSHG', '601328.XSHG', '000963.XSHE', '600066.XSHG', '601718.XSHG', '002024.XSHE', '600570.XSHG', '600362.XSHG', '600518.XSHG', '600297.XSHG', '600649.XSHG', '000768.XSHE', '002081.XSHE', '002568.XSHE', '600340.XSHG', '600705.XSHG', '600038.XSHG', '600221.XSHG', '600827.XSHG', '601928.XSHG', '603000.XSHG', '601899.XSHG', '601866.XSHG', '600839.XSHG', '000917.XSHE', '002142.XSHE', '601390.XSHG', '000156.XSHE', '603993.XSHG', '600177.XSHG', '601800.XSHG', '002465.XSHE', '002466.XSHE', '600028.XSHG', '601186.XSHG', '002594.XSHE', '600018.XSHG', '600688.XSHG', '600016.XSHG', '601166.XSHG', '002797.XSHE', '000001.XSHE', '000738.XSHE', '000728.XSHE', '002736.XSHE', '600816.XSHG', '603885.XSHG', '600663.XSHG', '600685.XSHG', '601989.XSHG', '601919.XSHG', '601872.XSHG', '601618.XSHG', '601608.XSHG', '601377.XSHG', '601288.XSHG', '601099.XSHG', '601088.XSHG', '601018.XSHG', '601006.XSHG', '600959.XSHG', '600895.XSHG', '600886.XSHG', '600871.XSHG', '600795.XSHG', '600666.XSHG', '600654.XSHG', '600498.XSHG', '600489.XSHG', '600485.XSHG', '600415.XSHG', '600170.XSHG', '600115.XSHG', '600100.XSHG', '600050.XSHG', '300104.XSHE', '300085.XSHE', '002470.XSHE', '002426.XSHE', '002252.XSHE', '002129.XSHE', '002049.XSHE', '002027.XSHE', '000503.XSHE', '000100.XSHE', '000061.XSHE', '000008.XSHE', '601198.XSHG', '600958.XSHG', '601633.XSHG', '600376.XSHG', '000627.XSHE', '601669.XSHG', '601985.XSHG', '600585.XSHG', '600704.XSHG', '600754.XSHG', '601939.XSHG', '600804.XSHG', '000750.XSHE', '601398.XSHG', '600061.XSHG', '601766.XSHG', '600820.XSHG', '000895.XSHE', '601169.XSHG', '600893.XSHG', '601333.XSHG', '600549.XSHG', '601818.XSHG', '600900.XSHG', '601555.XSHG', '601009.XSHG', '601988.XSHG', '002673.XSHE', '000671.XSHE', '600023.XSHG', '000559.XSHE', '000793.XSHE', '000686.XSHE', '600372.XSHG', '600999.XSHG', '600547.XSHG', '601155.XSHG', '600535.XSHG', '001979.XSHE', '601998.XSHG', '000623.XSHE', '600588.XSHG', '600015.XSHG', '000540.XSHE', '601788.XSHG', '600674.XSHG', '300315.XSHE', '000009.XSHE', '600030.XSHG', '002007.XSHE', '600837.XSHG', '600406.XSHG', '002424.XSHE', '000776.XSHE', '600153.XSHG', '002714.XSHE', '600000.XSHG', '300146.XSHE', '600031.XSHG', '601877.XSHG', '000625.XSHE', '600118.XSHG', '600109.XSHG', '600060.XSHG', '000938.XSHE', '600104.XSHG', '002456.XSHE', '300182.XSHE', '300015.XSHE', '601688.XSHG', '000725.XSHE', '601628.XSHG', '600089.XSHG', '600276.XSHG', '601668.XSHG', '600029.XSHG', '000783.XSHE', '600482.XSHG', '601901.XSHG', '601211.XSHG', '000413.XSHE', '601888.XSHG', '600887.XSHG', '600309.XSHG', '600085.XSHG', '601111.XSHG', '600648.XSHG', '601318.XSHG', '000338.XSHE', '000002.XSHE', '600373.XSHG', '600036.XSHG', '000651.XSHE', '000039.XSHE', '002450.XSHE', '002304.XSHE', '601601.XSHG', '600660.XSHG', '000069.XSHE', '601336.XSHG', '002236.XSHE', '600519.XSHG', '000423.XSHE', '600741.XSHG', '002008.XSHE', '000538.XSHE', '601607.XSHG', '000333.XSHE', '000858.XSHE', '600690.XSHG', '002415.XSHE', '000568.XSHE', '002475.XSHE', '002195.XSHE', '300124.XSHE', '000063.XSHE', '002085.XSHE', '002241.XSHE', '600703.XSHG')\n"
     ]
    }
   ],
   "source": [
    "# 4. 传入股票数据(这里可以换板块与分类)\n",
    "if __name__ == '__main__':\n",
    "    from fxdayu_data import DataAPI\n",
    "    from datetime import datetime\n",
    "    import tushare as ts\n",
    "    import numpy as np\n",
    "    # from sklearn import preprocessing\n",
    "    import matplotlib.pyplot as plt\n",
    "    import pandas as pd\n",
    "    import alphalens\n",
    "\n",
    "    DataAPI.set_file('D:/PycharmProjects/Quant_Alpha/Data_Manager/Factor_Selection/config.py')\n",
    "\n",
    "    def coder(code):\n",
    "        if code.startswith('6'):\n",
    "            return code + '.XSHG'\n",
    "        elif code.startswith('0') or code.startswith('3'):\n",
    "            return code + '.XSHE'\n",
    "        else:\n",
    "            return code\n",
    "\n",
    "    name = ts.get_hs300s()\n",
    "    name_list = list(name.code)\n",
    "    hs300_codes = tuple(map(coder, name_list))\n",
    "    print(hs300_codes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('300001.XSHE', '300002.XSHE', '300003.XSHE', '300004.XSHE', '300005.XSHE', '300006.XSHE', '300007.XSHE', '300008.XSHE', '300009.XSHE', '300010.XSHE', '300011.XSHE', '300012.XSHE', '300013.XSHE', '300014.XSHE', '300015.XSHE', '300016.XSHE', '300017.XSHE', '300018.XSHE', '300019.XSHE', '300020.XSHE', '300021.XSHE', '300022.XSHE', '300023.XSHE', '300024.XSHE', '300025.XSHE', '300026.XSHE', '300027.XSHE', '300028.XSHE', '300029.XSHE', '300030.XSHE', '300031.XSHE', '300032.XSHE', '300033.XSHE', '300034.XSHE', '300035.XSHE', '300036.XSHE', '300037.XSHE', '300038.XSHE', '300039.XSHE', '300040.XSHE', '300041.XSHE', '300042.XSHE', '300043.XSHE', '300044.XSHE', '300045.XSHE', '300046.XSHE', '300047.XSHE', '300048.XSHE', '300049.XSHE', '300050.XSHE', '300051.XSHE', '300052.XSHE', '300053.XSHE', '300054.XSHE', '300055.XSHE', '300056.XSHE', '300057.XSHE', '300058.XSHE', '300059.XSHE', '300061.XSHE', '300062.XSHE', '300063.XSHE', '300064.XSHE', '300065.XSHE', '300066.XSHE', '300067.XSHE', '300068.XSHE', '300069.XSHE', '300070.XSHE', '300071.XSHE', '300072.XSHE', '300073.XSHE', '300074.XSHE', '300075.XSHE', '300076.XSHE', '300077.XSHE', '300078.XSHE', '300079.XSHE', '300080.XSHE', '300081.XSHE', '300082.XSHE', '300083.XSHE', '300084.XSHE', '300085.XSHE', '300086.XSHE', '300087.XSHE', '300088.XSHE', '300089.XSHE', '300090.XSHE', '300091.XSHE', '300092.XSHE', '300093.XSHE', '300094.XSHE', '300095.XSHE', '300096.XSHE', '300097.XSHE', '300098.XSHE', '300099.XSHE', '300100.XSHE', '300101.XSHE', '300102.XSHE', '300103.XSHE', '300104.XSHE', '300105.XSHE', '300106.XSHE', '300107.XSHE', '300108.XSHE', '300109.XSHE', '300110.XSHE', '300111.XSHE', '300112.XSHE', '300113.XSHE', '300114.XSHE', '300115.XSHE', '300116.XSHE', '300117.XSHE', '300118.XSHE', '300119.XSHE', '300120.XSHE', '300121.XSHE', '300122.XSHE', '300123.XSHE', '300124.XSHE', '300125.XSHE', '300126.XSHE', '300127.XSHE', '300128.XSHE', '300129.XSHE', '300130.XSHE', '300131.XSHE', '300132.XSHE', '300133.XSHE', '300134.XSHE', '300135.XSHE', '300136.XSHE', '300137.XSHE', '300138.XSHE', '300139.XSHE', '300140.XSHE', '300141.XSHE', '300142.XSHE', '300143.XSHE', '300144.XSHE', '300145.XSHE', '300146.XSHE', '300147.XSHE', '300148.XSHE', '300149.XSHE', '300150.XSHE', '300151.XSHE', '300152.XSHE', '300153.XSHE', '300154.XSHE', '300155.XSHE', '300156.XSHE', '300157.XSHE', '300158.XSHE', '300159.XSHE', '300160.XSHE', '300161.XSHE', '300162.XSHE', '300163.XSHE', '300164.XSHE', '300165.XSHE', '300166.XSHE', '300167.XSHE', '300168.XSHE', '300169.XSHE', '300170.XSHE', '300171.XSHE', '300172.XSHE', '300173.XSHE', '300174.XSHE', '300175.XSHE', '300176.XSHE', '300177.XSHE', '300178.XSHE', '300179.XSHE', '300180.XSHE', '300181.XSHE', '300182.XSHE', '300183.XSHE', '300184.XSHE', '300185.XSHE', '300187.XSHE', '300188.XSHE', '300189.XSHE', '300190.XSHE', '300191.XSHE', '300192.XSHE', '300193.XSHE', '300194.XSHE', '300195.XSHE', '300196.XSHE', '300197.XSHE', '300198.XSHE', '300199.XSHE', '300200.XSHE', '300201.XSHE', '300202.XSHE', '300203.XSHE', '300204.XSHE', '300205.XSHE', '300206.XSHE', '300207.XSHE', '300208.XSHE', '300209.XSHE', '300210.XSHE', '300211.XSHE', '300212.XSHE', '300213.XSHE', '300214.XSHE', '300215.XSHE', '300216.XSHE', '300217.XSHE', '300218.XSHE', '300219.XSHE', '300220.XSHE', '300221.XSHE', '300222.XSHE', '300223.XSHE', '300224.XSHE', '300225.XSHE', '300226.XSHE', '300227.XSHE', '300228.XSHE', '300229.XSHE', '300230.XSHE', '300231.XSHE', '300232.XSHE', '300233.XSHE', '300234.XSHE', '300235.XSHE', '300236.XSHE', '300237.XSHE', '300238.XSHE', '300239.XSHE', '300240.XSHE', '300241.XSHE', '300242.XSHE', '300243.XSHE', '300244.XSHE', '300245.XSHE', '300246.XSHE', '300247.XSHE', '300248.XSHE', '300249.XSHE', '300250.XSHE', '300251.XSHE', '300252.XSHE', '300253.XSHE', '300254.XSHE', '300255.XSHE', '300256.XSHE', '300257.XSHE', '300258.XSHE', '300259.XSHE', '300260.XSHE', '300261.XSHE', '300262.XSHE', '300263.XSHE', '300264.XSHE', '300265.XSHE', '300266.XSHE', '300267.XSHE', '300268.XSHE', '300269.XSHE', '300270.XSHE', '300271.XSHE', '300272.XSHE', '300273.XSHE', '300274.XSHE', '300275.XSHE', '300276.XSHE', '300277.XSHE', '300278.XSHE', '300279.XSHE', '300280.XSHE', '300281.XSHE', '300282.XSHE', '300283.XSHE', '300284.XSHE', '300285.XSHE', '300286.XSHE', '300287.XSHE', '300288.XSHE', '300289.XSHE', '300290.XSHE', '300291.XSHE', '300292.XSHE', '300293.XSHE', '300294.XSHE', '300295.XSHE', '300296.XSHE', '300297.XSHE', '300298.XSHE', '300299.XSHE', '300300.XSHE', '300301.XSHE', '300302.XSHE', '300303.XSHE', '300304.XSHE', '300305.XSHE', '300306.XSHE', '300307.XSHE', '300308.XSHE', '300309.XSHE', '300310.XSHE', '300311.XSHE', '300312.XSHE', '300313.XSHE', '300314.XSHE', '300315.XSHE', '300316.XSHE', '300317.XSHE', '300318.XSHE', '300319.XSHE', '300320.XSHE', '300321.XSHE', '300322.XSHE', '300323.XSHE', '300324.XSHE', '300325.XSHE', '300326.XSHE', '300327.XSHE', '300328.XSHE', '300329.XSHE', '300330.XSHE', '300331.XSHE', '300332.XSHE', '300333.XSHE', '300334.XSHE', '300335.XSHE', '300336.XSHE', '300337.XSHE', '300338.XSHE', '300339.XSHE', '300340.XSHE', '300341.XSHE', '300342.XSHE', '300343.XSHE', '300344.XSHE', '300345.XSHE', '300346.XSHE', '300347.XSHE', '300348.XSHE', '300349.XSHE', '300350.XSHE', '300351.XSHE', '300352.XSHE', '300353.XSHE', '300354.XSHE', '300355.XSHE', '300356.XSHE', '300357.XSHE', '300358.XSHE', '300359.XSHE', '300360.XSHE', '300362.XSHE', '300363.XSHE', '300364.XSHE', '300365.XSHE', '300366.XSHE', '300367.XSHE', '300368.XSHE', '300369.XSHE', '300370.XSHE', '300371.XSHE', '300372.XSHE', '300373.XSHE', '300374.XSHE', '300375.XSHE', '300376.XSHE', '300377.XSHE', '300378.XSHE', '300379.XSHE', '300380.XSHE', '300381.XSHE', '300382.XSHE', '300383.XSHE', '300384.XSHE', '300385.XSHE', '300386.XSHE', '300387.XSHE', '300388.XSHE', '300389.XSHE', '300390.XSHE', '300391.XSHE', '300392.XSHE', '300393.XSHE', '300394.XSHE', '300395.XSHE', '300396.XSHE', '300397.XSHE', '300398.XSHE', '300399.XSHE', '300400.XSHE', '300401.XSHE', '300402.XSHE', '300403.XSHE', '300404.XSHE', '300405.XSHE', '300406.XSHE', '300407.XSHE', '300408.XSHE', '300409.XSHE', '300410.XSHE', '300411.XSHE', '300412.XSHE', '300413.XSHE', '300414.XSHE', '300415.XSHE', '300416.XSHE', '300417.XSHE', '300418.XSHE', '300419.XSHE', '300420.XSHE', '300421.XSHE', '300422.XSHE', '300423.XSHE', '300424.XSHE', '300425.XSHE', '300426.XSHE', '300427.XSHE', '300428.XSHE', '300429.XSHE', '300430.XSHE', '300431.XSHE', '300432.XSHE', '300433.XSHE', '300434.XSHE', '300435.XSHE', '300436.XSHE', '300437.XSHE', '300438.XSHE', '300439.XSHE', '300440.XSHE', '300441.XSHE', '300442.XSHE', '300443.XSHE', '300444.XSHE', '300445.XSHE', '300446.XSHE', '300447.XSHE', '300448.XSHE', '300449.XSHE', '300450.XSHE', '300451.XSHE', '300452.XSHE', '300453.XSHE', '300455.XSHE', '300456.XSHE', '300457.XSHE', '300458.XSHE', '300459.XSHE', '300460.XSHE', '300461.XSHE', '300462.XSHE', '300463.XSHE', '300464.XSHE', '300465.XSHE', '300466.XSHE', '300467.XSHE', '300468.XSHE', '300469.XSHE', '300470.XSHE', '300471.XSHE', '300472.XSHE', '300473.XSHE', '300474.XSHE', '300475.XSHE', '300476.XSHE', '300477.XSHE', '300478.XSHE', '300479.XSHE', '300480.XSHE', '300481.XSHE', '300482.XSHE', '300483.XSHE', '300484.XSHE', '300485.XSHE', '300486.XSHE', '300487.XSHE', '300488.XSHE', '300489.XSHE', '300490.XSHE', '300491.XSHE', '300492.XSHE', '300493.XSHE', '300494.XSHE', '300495.XSHE', '300496.XSHE', '300497.XSHE', '300498.XSHE', '300499.XSHE', '300500.XSHE', '300501.XSHE', '300502.XSHE', '300503.XSHE', '300505.XSHE', '300506.XSHE', '300507.XSHE', '300508.XSHE', '300509.XSHE', '300510.XSHE', '300511.XSHE', '300512.XSHE', '300513.XSHE', '300514.XSHE', '300515.XSHE', '300516.XSHE', '300517.XSHE', '300518.XSHE', '300519.XSHE', '300520.XSHE', '300521.XSHE', '300522.XSHE', '300523.XSHE', '300525.XSHE', '300526.XSHE', '300527.XSHE', '300528.XSHE', '300529.XSHE', '300530.XSHE', '300531.XSHE', '300532.XSHE', '300533.XSHE', '300534.XSHE', '300535.XSHE', '300536.XSHE', '300537.XSHE', '300538.XSHE', '300539.XSHE', '300540.XSHE', '300541.XSHE', '300542.XSHE', '300543.XSHE', '300545.XSHE', '300546.XSHE', '300547.XSHE', '300548.XSHE', '300549.XSHE', '300550.XSHE', '300551.XSHE', '300552.XSHE', '300553.XSHE', '300554.XSHE', '300555.XSHE', '300556.XSHE', '300557.XSHE', '300558.XSHE', '300559.XSHE', '300560.XSHE', '300561.XSHE', '300562.XSHE', '300563.XSHE', '300565.XSHE', '300566.XSHE', '300567.XSHE', '300568.XSHE', '300569.XSHE', '300570.XSHE', '300571.XSHE', '300572.XSHE', '300573.XSHE', '300575.XSHE', '300576.XSHE', '300577.XSHE', '300578.XSHE', '300579.XSHE', '300580.XSHE', '300581.XSHE', '300582.XSHE', '300583.XSHE', '300584.XSHE', '300585.XSHE', '300586.XSHE', '300587.XSHE', '300588.XSHE', '300589.XSHE', '300590.XSHE', '300591.XSHE', '300592.XSHE', '300593.XSHE', '300595.XSHE', '300596.XSHE', '300597.XSHE', '300598.XSHE', '300599.XSHE', '300600.XSHE', '300601.XSHE', '300602.XSHE', '300603.XSHE', '300604.XSHE', '300605.XSHE', '300606.XSHE', '300607.XSHE', '300608.XSHE', '300609.XSHE', '300610.XSHE', '300611.XSHE', '300612.XSHE', '300613.XSHE', '300615.XSHE', '300616.XSHE', '300617.XSHE', '300618.XSHE', '300619.XSHE', '300620.XSHE', '300621.XSHE', '300622.XSHE', '300623.XSHE', '300625.XSHE', '300626.XSHE', '300627.XSHE', '300628.XSHE', '300629.XSHE', '300630.XSHE', '300631.XSHE', '300632.XSHE', '300633.XSHE', '300635.XSHE', '300636.XSHE', '300637.XSHE', '300638.XSHE', '300639.XSHE', '300640.XSHE', '300641.XSHE', '300642.XSHE', '300643.XSHE', '300645.XSHE', '300647.XSHE', '300648.XSHE', '300649.XSHE', '300650.XSHE', '300651.XSHE', '300652.XSHE', '300653.XSHE', '300655.XSHE', '300656.XSHE', '300657.XSHE', '300658.XSHE', '300659.XSHE', '300660.XSHE', '300661.XSHE', '300662.XSHE', '300663.XSHE', '300665.XSHE', '300666.XSHE', '300667.XSHE', '300668.XSHE', '300669.XSHE', '300670.XSHE', '300671.XSHE', '300672.XSHE', '300673.XSHE', '300675.XSHE', '300676.XSHE')\n"
     ]
    }
   ],
   "source": [
    "    name = ts.get_gem_classified()\n",
    "    name_list = list(name.code)\n",
    "    gem_codes = tuple(map(coder, name_list))\n",
    "    print(gem_codes)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step3 获取数据并计算IC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\ProgramData\\Anaconda2\\lib\\site-packages\\numpy\\lib\\function_base.py:3834: RuntimeWarning: Invalid value encountered in percentile\n",
      "  RuntimeWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           1         5         10\n",
      "pb   0.041276  0.086682  0.114879\n",
      "ps   0.045880  0.093095  0.122797\n",
      "pcf  0.015907  0.034832  0.048164\n",
      "mom  0.047748  0.066810  0.062918\n",
      "pe   0.031480  0.067954  0.088178\n"
     ]
    }
   ],
   "source": [
    "    hs300_PN = DataAPI.factor(hs300_codes, ('PE', 'PB', 'PS', 'PCF', 'close'), start=datetime(2013, 1, 1))\n",
    "    hs300_prices = hs300_PN.minor_xs('close')\n",
    "\n",
    "    #5. 输出Factor数据\n",
    "    alpha = alphas(hs300_PN)\n",
    "\n",
    "    hs300_factors = {'mom': alpha.mom_alpha(),\n",
    "               'pe': alpha.PE_alpha(),\n",
    "               'pb': alpha.PB_alpha(),\n",
    "               'ps': alpha.PS_alpha(),\n",
    "               'pcf': alpha.PCF_alpha()}\n",
    "\n",
    "    def cal_monthly_ic(factor):\n",
    "        hs300_factor_data = alphalens.utils.get_clean_factor_and_forward_returns(factor.stack(), hs300_prices, quantiles=5)\n",
    "        return alphalens.performance.mean_information_coefficient(hs300_factor_data, by_time='M')\n",
    "\n",
    "    hs300_monthly_ic = {key: cal_monthly_ic(value) for key, value in hs300_factors.items()}\n",
    "\n",
    "    hs300_monthly_ic_mean = pd.DataFrame(\n",
    "        map(lambda frame: frame.mean(), hs300_monthly_ic.values()),\n",
    "        hs300_monthly_ic.keys()\n",
    "    )\n",
    "    hs300_monthly_ic_std = pd.DataFrame(\n",
    "        map(lambda frame: frame.std(), hs300_monthly_ic.values()),\n",
    "        hs300_monthly_ic.keys()\n",
    "    )\n",
    "    print hs300_monthly_ic_std"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step4 用柱图显示IC的均值与标准差"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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8oJ07d2rJkiU6fPiwVq5cqSpVqmjy5Mlavny5AgMDi9xm6dKlLoM6ODhQvr4+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\nNQAABvt/+aCURpPMsZcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x6e057438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "N=5\n",
    "ind = np.arange(N)  # the x locations for the groups\n",
    "width = 0.3       # the width of the bars\n",
    "\n",
    "# Example data\n",
    "ind_name = tuple(hs300_monthly_ic_mean.index)\n",
    "y_pos = np.arange(len(ind))\n",
    "\n",
    "one_mean = hs300_monthly_ic_mean.iloc[:,0]\n",
    "one_std = hs300_monthly_ic_std.iloc[:,0]\n",
    "five_mean = hs300_monthly_ic_mean.iloc[:,1]\n",
    "five_std = hs300_monthly_ic_std.iloc[:,1]\n",
    "ten_mean = hs300_monthly_ic_mean.iloc[:,2]\n",
    "ten_std = hs300_monthly_ic_std.iloc[:,2]\n",
    "\n",
    "\n",
    "ax.barh(ind - width, one_mean, align='edge',height=0.2, xerr=one_std, label='one_day', color='r')\n",
    "ax.barh(ind - 0.05, five_mean, align='edge',height=0.2,xerr=five_std, label='five_day', color='y')\n",
    "ax.barh(ind + width, ten_mean, align='center',height=0.2,xerr=ten_std, label='ten_day', color='b')\n",
    "\n",
    "ax.set_yticks(y_pos)\n",
    "ax.set_yticklabels(ind_name)\n",
    "ax.invert_yaxis()  # labels read top-to-bottom\n",
    "ax.set_xlabel('mean_IC')\n",
    "ax.set_title('HS300_IC in Different Period')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           1         5         10\n",
      "pb   0.040299  0.076477  0.098643\n",
      "ps   0.044058  0.077361  0.099210\n",
      "pcf  0.017079  0.025455  0.034870\n",
      "mom  0.049740  0.054195  0.050457\n",
      "pe   0.034940  0.056924  0.072033\n"
     ]
    }
   ],
   "source": [
    "    gem_PN = DataAPI.factor(gem_codes, ('PE', 'PB', 'PS', 'PCF', 'close'), start=datetime(2013, 1, 1))\n",
    "    gem_prices = gem_PN.minor_xs('close')\n",
    "\n",
    "    alpha = alphas(gem_PN)\n",
    "\n",
    "    gem_factors = {'mom': alpha.mom_alpha(),\n",
    "               'pe': alpha.PE_alpha(),\n",
    "               'pb': alpha.PB_alpha(),\n",
    "               'ps': alpha.PS_alpha(),\n",
    "               'pcf': alpha.PCF_alpha()}\n",
    "\n",
    "    def cal_monthly_ic(factor):\n",
    "        gem_factor_data = alphalens.utils.get_clean_factor_and_forward_returns(factor.stack(), gem_prices, quantiles=5)\n",
    "        return alphalens.performance.mean_information_coefficient(gem_factor_data, by_time='M')\n",
    "\n",
    "    gem_monthly_ic = {key: cal_monthly_ic(value) for key, value in gem_factors.items()}\n",
    "\n",
    "    gem_monthly_ic_mean = pd.DataFrame(\n",
    "        map(lambda frame: frame.mean(), gem_monthly_ic.values()),\n",
    "        gem_monthly_ic.keys()\n",
    "    )\n",
    "    gem_monthly_ic_std = pd.DataFrame(\n",
    "        map(lambda frame: frame.std(), gem_monthly_ic.values()),\n",
    "        gem_monthly_ic.keys()\n",
    "    )\n",
    "    print gem_monthly_ic_std"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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GAMBgBDUAAAbziIvJwsOLs2yiZyzPWVTh4UVbs6U0lmosa1haEoAr0FEDAGAw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\n2P8BHlTw+65jQ+wAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x6de208d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "N=5\n",
    "ind = np.arange(N)  # the x locations for the groups\n",
    "width = 0.3       # the width of the bars\n",
    "\n",
    "# Example data\n",
    "ind_name = tuple(gem_monthly_ic_mean.index)\n",
    "y_pos = np.arange(len(ind))\n",
    "\n",
    "one_mean = gem_monthly_ic_mean.iloc[:,0]\n",
    "one_std = gem_monthly_ic_std.iloc[:,0]\n",
    "five_mean = gem_monthly_ic_mean.iloc[:,1]\n",
    "five_std = gem_monthly_ic_std.iloc[:,1]\n",
    "ten_mean = gem_monthly_ic_mean.iloc[:,2]\n",
    "ten_std = gem_monthly_ic_std.iloc[:,2]\n",
    "\n",
    "\n",
    "ax.barh(ind - width, one_mean, align='edge',height=0.2, xerr=one_std, label='one_day', color='r')\n",
    "ax.barh(ind - 0.05, five_mean, align='edge',height=0.2,xerr=five_std, label='five_day', color='y')\n",
    "ax.barh(ind + width, ten_mean, align='center',height=0.2,xerr=ten_std, label='ten_day', color='b')\n",
    "\n",
    "ax.set_yticks(y_pos)\n",
    "ax.set_yticklabels(ind_name)\n",
    "ax.invert_yaxis()  # labels read top-to-bottom\n",
    "ax.set_xlabel('mean_IC')\n",
    "ax.set_title('GEM_IC in Different Period')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step5 计算Rolling IC与设置IC=0.02的阈值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                       1        10         5\n",
      "date                                        \n",
      "2013-01-31 mom  0.004785  0.027839 -0.031491\n",
      "           pb   0.050856  0.125385  0.070000\n",
      "           pcf  0.012564  0.016414  0.016471\n",
      "           pe   0.009948 -0.010699 -0.021452\n",
      "           ps   0.031164  0.074506  0.035722\n",
      "2013-02-28 mom  0.020779  0.012162  0.039352\n",
      "           pb   0.111909  0.286928  0.256051\n",
      "           pcf  0.013928  0.045877  0.049146\n",
      "           pe   0.048823  0.121251  0.114016\n",
      "           ps   0.077357  0.245443  0.201934\n",
      "2013-03-31 mom  0.053844  0.044456  0.120412\n",
      "           pb   0.029067  0.033093  0.013236\n",
      "           pcf -0.008413 -0.068354 -0.046388\n",
      "           pe   0.016459 -0.014570 -0.014474\n",
      "           ps   0.029380  0.014502  0.016196\n",
      "2013-04-30 mom  0.021387 -0.098225 -0.049889\n",
      "           pb   0.040918  0.182080  0.087633\n",
      "           pcf -0.015766 -0.036764 -0.046877\n",
      "           pe  -0.012950  0.012024 -0.017029\n",
      "           ps  -0.003285  0.050413 -0.012848\n",
      "2013-05-31 mom  0.058286  0.040342  0.067863\n",
      "           pb   0.091755  0.186668  0.165932\n",
      "           pcf  0.026286  0.090174  0.059357\n",
      "           pe   0.055342  0.081862  0.088059\n",
      "           ps   0.083892  0.196974  0.167354\n",
      "2013-06-30 mom -0.003691 -0.082756 -0.021461\n",
      "           pb   0.021544  0.029157  0.026557\n",
      "           pcf  0.014001  0.046623  0.035696\n",
      "           pe   0.011619 -0.002988 -0.005248\n",
      "           ps   0.020291  0.013405  0.041782\n",
      "...                  ...       ...       ...\n",
      "2016-12-31 mom  0.062203  0.094813  0.152268\n",
      "           pb   0.039172  0.013929  0.035365\n",
      "           pcf  0.002408 -0.016214 -0.007673\n",
      "           pe   0.006950  0.002450  0.007286\n",
      "           ps   0.014573 -0.024583  0.005097\n",
      "2017-01-31 mom  0.068083  0.005142  0.021232\n",
      "           pb   0.011726 -0.027594  0.005555\n",
      "           pcf -0.006189 -0.025384  0.006667\n",
      "           pe   0.014407 -0.031686  0.008952\n",
      "           ps   0.001087 -0.041136 -0.015561\n",
      "2017-02-28 mom  0.111097  0.081708  0.096764\n",
      "           pb   0.042555  0.121348  0.080403\n",
      "           pcf -0.004335 -0.006994 -0.017804\n",
      "           pe   0.015375  0.089140  0.051213\n",
      "           ps   0.024824  0.105008  0.057253\n",
      "2017-03-31 mom  0.044315 -0.057890 -0.030018\n",
      "           pb  -0.019421 -0.127827 -0.087426\n",
      "           pcf -0.008895 -0.054325 -0.037878\n",
      "           pe  -0.012111 -0.110233 -0.064939\n",
      "           ps  -0.027085 -0.169360 -0.110467\n",
      "2017-04-30 mom -0.032128 -0.068718 -0.003089\n",
      "           pb  -0.031388 -0.016165 -0.021959\n",
      "           pcf -0.001273  0.026833  0.029369\n",
      "           pe  -0.010068 -0.040153 -0.010668\n",
      "           ps  -0.036679 -0.106077 -0.049735\n",
      "2017-05-31 mom  0.028180 -0.041959  0.026465\n",
      "           pb  -0.024874 -0.114326 -0.066861\n",
      "           pcf -0.019270 -0.048183 -0.042112\n",
      "           pe  -0.014071 -0.049678 -0.035853\n",
      "           ps  -0.045688 -0.130095 -0.094824\n",
      "\n",
      "[265 rows x 3 columns]\n"
     ]
    }
   ],
   "source": [
    "    monthly_ic = pd.Panel.from_dict(hs300_monthly_ic)\n",
    "\n",
    "    from fxdayu_data.tools.pandas_tools import pipeline\n",
    "\n",
    "    print pipeline(**{str(i): monthly_ic.minor_xs(i) for i in (1, 5, 10)})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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i8+KJHODjzasIxIf5jwOPlLycOpvTiKey8xrebvJ77JLxKwMz8GvxGxn29kY3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d9zTvwYAK9NNYfoNgqCILC/r4Vssfamm5yUKiov/HCQf/hfX+MH5yaIhNz86oce4J/+4vGGBbcv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I6y9t4T0fXc+KtU3FoG84BEGgpt7N2ovn8Pb3r+G9n7iAS9+0kDkLqkkmsuzZ1sWDf9jNz3/w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\niFSOgR8REREREZHKMfAjIiIiIiJSuf8PexjtVxeXXQMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x224b2b38>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(15,7))\n",
    "plt.plot(monthly_ic.minor_xs(1))\n",
    "plt.hlines(0.02,monthly_ic.minor_xs(1).index[0],monthly_ic.minor_xs(1).index[-1] , linestyles='dashed', alpha=0.5)\n",
    "plt.legend(monthly_ic.minor_xs(1).columns)\n",
    "plt.title('OneDay_IC')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Se6EEOhGI9FUcl32ewcvmRgAAphJ1H5jQcIVmRzM0hIQbME9boukNO5f8H+BJ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Vwu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YNmtTHTNMeGp3bZkgt1eE6WA8/xM1I0E/kk/u71f8RENoL3bn03rtlyJSSRh9cpFwMNAEgl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\nAACQhMADAABI4gVPX8/EZZ8dJgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7dfe8eb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(15,7))\n",
    "plt.plot(monthly_ic.minor_xs(5))\n",
    "plt.hlines(0.02,monthly_ic.minor_xs(5).index[0],monthly_ic.minor_xs(5).index[-1] , linestyles='dashed', alpha=0.5)\n",
    "plt.legend(monthly_ic.minor_xs(5).columns)\n",
    "plt.title('FiveDay_IC')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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IWjamnsO27SacbmFIlIbJGwX680PTf7GYkVxlZEXCTDJ4AMGYs3u1mDnG9u6t\nABxMHmnOAZvoRLoXmG7AyswzeDCqTLO6D29ddDUgAZ4QQszU619/7Zjs3WIjAV4DGZZBquxkL7J6\nDsu2WnwiIWbHMoqos1yGfDx1ikfO/RYFhaxlo2BhGYUmnbD1+gsDxFUFs5xv9VHaRlbP15aczzSD\np3kj+EIrKedOsym6Eo/q4UBy8a1LOJ4+RdATZHn44izdnAO8Qh8AIW+IpaEl9GbPyOuSEEJcAiTA\na6BkKYWNk7mwbIuCXmzxiYSYOds2sa3KrDJ4hmXw7cP3AvDa9deQtZw3j+08SfNCrp+bo0Fe7jPl\nzXKDZOvI4IG79NzCKpzlso6N9OXO1z5kWwwylSxDxQQb4+tQlYtfjp0JmjFUzT+rxx0/aAVgXXQt\nRaPEYHUQmBBCiPYlAV4DJarlmS4ZtCIWE8soAcwqg/eL0w9xPt/PS1ddzQuW7SZnOR9wtPOglVS+\nj7Cq0qGqlKrXTMxNtpIblcGbeYAXdPvwqusSAA4mjzb+gE3i9gxOVJ5pGUVMPTvr7B2A5gnh8XVS\nKZyvlUuvlz48IYS4ZEiA10BD1QErS4LdgAR4YnGxTCfjrGoz27c1WEjw01M/J+qL8OaNf0BXoIts\n9c2k0cYBnl4cAMCvQE5v31LU+ZTVR2fwZlaiCU6mSvWEKKWPsq3TCfYOJhZHmaZt2+wdeg6ATfF1\nF91fccszg7MP8MC5NpZZxKg4k53dQSuyD08IIdqfBHgN5GbwNsTWAjJJUywuIwHe9Bk827a55/D3\n0S2DGy57EyFvEJ/mxVKd4NCstGeJpm3bKIbzdwsoCvmK9OE1Qm50Bs878wyeoigEopsxjRxLVJuI\nN8zp7NlmHbNhikaRr+z7Bo9deIruQCfrq68Zo430381ugqZrfJnm6sgKNEWTDJ4QQlwCJMBrIDeD\nt6H6aaxk8MRiYlV34GkzKNF8ov8ZDg0fZUfXVq5cuqt2u8/fAYDRpqsSMpUccUwAPIpCoY0zlfNp\ndInmbHrwAILxzQCUssfpDnYxXEot6N7Ivtx5PvP4v7J36Dku69jIh676M7ya96Kvq3fAissXHjtJ\n06t5WRVZztlsH4Zl1Hl6IYQQi4EEeA2UKCbxqB5WR5wXVsngicXEMqs9eNNk8PJ6gXuP3odX9XLj\n1regVN+YAwT9TnlyuVoW1m76CwN0ayO/Nottmqmcb6NLNGc6RdMViG4CFIqZo3QHOjFsc8F+uPbY\nhaf4xyf8X2FZAAAgAElEQVQ+z0BxiFevfSW37f4gMV90wq91S4HrDvCCKwBl3MLztRi2SV/ufF2P\nKYQQYnGQAK+BEqUk3YFO4n7nBXuhvskQYiJuBm+6ISs/On4/WT3HGza8miXBrjH3dYaWULJs9DYN\nfC7k+scEeKU2/XvOt2wlT1jVUFQvqnpxNmsqmieIP7yaSr6Ppf4YAIniwvqAwbAM9hz+IXcfuAdV\nUfngFe/hus2vR1O1Sb9HLw2i+TpQNV9dz6lqPryBJVSK57GrGU1ZeC6EEJcGCfAapGiUyOsFuoNd\nRH0S4DVbOy/SbhVzBkNWjqVO8si5x1gZXs41a1520f3dgS6ytgVGe/amDef78I3KWFZ0ydI3Qk7P\nEVbVWU3QHC0QuwywWak6pYeJUnLqb5hHw6UU//LUl3io71FWhpfzly/4c3b37Jzye0yjgGXk687e\nuXyhldiWjl4aAkZP0lz4fYpCCCHqJwFeg7gDVpYEuvBrPvyaTwK8JvnOkR/xd7/5DKZltvoobWW6\nEk1n5933UVB4x7brJ8w+LAl2krNsVNvAMitNPW8rlIsXALBVJ6tiyBTNOTMtk7xeIIA9qwmaowVj\nTh9eh+H8zk2WFkYG73DyGJ96/LOczJzmqmW7+dBVf8ay0PRB21z771zjB60sC/UQ0PycykoGTwgh\n2pkEeA3ifmLcXS1Zi/qi0oPXJIeHjzFUTNBfGJy357QsnczAb7Asfd6ec75NV6L589O/5EJ1593G\nCca6QzWD18678CopALzVN86mKQHeXOX0Aj5AU2a3A280b3AZmjeKt9SPQutLNC3b4oFTD/Kvz3yF\nolHihi1v5pYd78A/w3JLvdicAE9VVNZGV9OfH6CgF+f02EIIIRYuCfAaZHQGDyDmi5LT8wt6mtti\nZNkWiWICgHPzOCigkNxHqu8B8om98/ac822qNQkDhSF+euoXxHxR3rzpdZM+Roc/Tq5aPWvq7dWf\nVjJKhG0nKxmMOAGum/UU9cuN2YFXX4CnKAqB2GawSqzQ1JZm8Ap6kS/v+wY/OvFT4v4Yf3HlH/PK\n1S8ZM4xoOnrJGbDiq3MHnssXXAaKOm7QyhpsbE4kT8/psYUQQixcEuA1yNC4DF7MF8GyLfJSwtVQ\nmUoWvTriuy9/Yd6e1y2ZMsqJeXvO+WYZRVBUlHFDLmzbZs/hH2BYBjdseTPBKYawaKo2sguvzTJ4\n/YVBujUVC4VAeLVzo1Vu7aHaQLaSI6zMfsn5eMGYs+h8WyDUsh68vtx5PvPE59g3dIAtHZv46Atu\nnzTbPRX3941njhk8RfXgCy6nUryAXf296Z5nz77/pGTIBxRCCNGOJMBrEDeD1z0qgwcyaKXRBgsj\nAdZ8jvrWq4GdXl44wxsazTJLqFrwokzD4/1Pc2j4KJd3b+P5PVdM+zha9We/XE415Zyt0p93ViQY\nWqgWiChtXLI7X7KVHMHaioT6MngAgegGQGWjVyPZgl14vz3/JP/wxOcZLCZ4zbrf4892f4CoL1LX\nY+mlQTy+zllPFJ2IL7QSbItKsR+AnUu2c9Wy3RxOnOCuvV+lZMiHFBM5k+3jkb7ftvoYQghRFwnw\nGmSoNEzQEyTkdbIb7gu7BHiNNVRsTYBnlJznNcoLY3hDM1hm8aLyzDE777ZcN6MyM7+vE4BCdXJf\nu0jkzuJXFFR/d+06abIwes6y+qgMnrf+AE/V/HgCXcQUG9M2SZfnp0RYtwzuOfwDvnFwD5qi8YdX\nvIc3b/qDKVcgTMXU81hGYc79d66J+vDes/1GXrz2Ko6nT/HFZ79KuQ0HIs3Vtw99n28dvpdUOd3q\nowghxKxJgNcAtm2TKCbH7ARzM3gyaKWx3AAvoAVIldPk9OaP47ctA6M6XMOoDNd2SrUT27axjCKq\nZ+yKhB8e+wk5Pc8bNry6Vn48nXC1b6jcZsFwseCUBIfDK2vXyYuFIUHenIzN4NVfogng9XfhxSKo\nQGKe+vAe6H2Qh/t+zcrwcj7ygtvYNc0KhOm4/XfeOfbfucYHeOCUUt/2wlu4cunzOJY6yRf3SpA3\n2lAxSW910uhwSQI8IcTiIwFeA2QqOXRLr5VnArILr0kGqwHeziXbADiXa34fnpO1q04Osc22Gx4C\nYFtlwB6TwTs6fIJHzz/OqsiKCXfeTaYzuBTTttuuB8+uOOW5kfAqFNWPDfgVhYIh0wjnIjemB6/+\nDB6Ax+f8Du5U52/QSip9nFcGfdy26/0sncEKhOmMrEhYOufHch5nCYrqHRPggRPk3bLjHTy/5wqO\npk7wpb1foyJBHgBPDzxb+2/J4AkhFiMJ8BpgZEVCZ+026cFrjqFiEk3RuLzbCfDmo0zT7b9T3N1n\nbdiH565I0KoDVPTRO++2TrzzbjLdoSVkLRvVbJ/Ax7RM/NW/jzfQg6IomIpGQEUGKc1RVs8RVBqT\nwfP4qwGeps7bqoSVRoIXBnwo2aMNebxG7cBzKYqKL7gCvTR00W5KTdV43+XvZHfPTo6kjvOlZ79O\nxZS+0qckwBNCLHIS4DWAWza4JNBduy3m9uCVpUSzkYZKCbqDnayOOGVH87EqwZ2cGYhtAkBvs9JD\nuHjJ+c97f0l/YYCXrXoRG+JrZ/QYuUyJc6dTLAl2kbNtPLbeNuWsQ8UEXZqCDXj9zr9zS/USUBQJ\n8OYoV8kTVp2Xorlm8Lz+0Rm85n8QY9kWIdsJiDL9j2Bb5pwf09mBp+ANLJnzY7mcMk2bSvHi35du\nkLdryeUcHj7G/3eJB3lDxSSns2eJep3X8OE2GxYlhLg0SIDXAO4nxaN7lKK1HjzJ4DVK0SiS1wss\nCXazLNSDR9Hom4cSTb06YCUY2wy0dwZP1QIMFAb5v72/IO6L8qZNr53Z91s2P/nuPu67Zy9e00fe\ncn65mEbzeyTnw4V8P0tUlYoaRHGzmZqvGuC1x9+xVbKVHBFVQ1F9KKpnTo/lZvA6VGVeevAylSzx\nav+gqWfIJ+e2J9O2bWeCpr9zztdiNF+42oeXPzfh/R7Vw/t3vosrluzg0PBRvrzvbvRLNMhzyzNf\nvvpFAKSkB08IsQhJgNcAbonmkoBTolnOn8WrqAS0gJRoNpDbf9cT7EZTNVaEl3Euf6Hp49CdDJ5C\nILqp+uf2C/DMavmhogW5p7rz7m3T7Lwb7ehz/SQH81iWTTZdxtT8ABiV9uhXHMqdI6AqKP6RMmzV\nE8CrKORlkNKcZKuLzueavQPQfDFQVJZ4vPMS4A3lzhNSFQpqCBSNdP+vsO36s3iWkccyiw0rz3RN\nNGhlPI/q4f/Z+W52dm/nYPIIX97/jdrO0UvJUwPPoioqL1v1IlRFlRJNIcSiJAFeAySKSRQUugKd\nlHKn6T/yVXKJp4j5IjJFs4GGqrsGlwSdErmVkRXols5gobnj+PVyAo+/E80bRVH9bbkqwaoGeL35\nfg4PH2Nn9/YZ7bwDMA2Lxx8+WftzNl2C6pv1YpusSsgX+gAIhlbUbvNUg99SmwSxrVAxK5TNCgHF\nnnP/HTj9Zh5fJx2qwvA87MJL5c8CYAaWEOm+ErOSIp/cX/fj6cXqBM0GB3geXyeqFpwywAPwqh4+\ncMXNXN69jQOJw/yffZdWkOeWZ27t3EzUFyHmi0qAJ4RYlCTAa4ChUpK4P4ZX89ZeoPXSEFFflJye\nx2xAX4aAocJIBg9gVcR5s92Xb16ZpmkUsYwCHn83iqLg8XdhlJPYtt2052wFt0TzRNa5lm/Z/IYZ\n7bwD2P90H9lMmY5u5w16JlXC64sDkC30N+G088+s9mHGwmtqt3l8ThBbkSx93bKVPH7FeSFqRAYP\nnDJNv2Ljpfm78ErVn2+/v4fYsheDopLp/1XdvaeVBk/QdCmKgi+0AqMyjGlM3TPqVT18cOfN7Oja\nyv7EIf5t/7+3dBWIbdskz/yUfPLZ6b94jtzyzCuXPg+ATn+cVDnT9A8KhBCi0STAmyPTMhkupeiu\nlmea1X1ppp4l5otgY5OTIQwN4ZZoLhkf4DVx0IpRdjJQ7vAGr78T2zbabgWAm8FL6gUUlFoQPZ1K\n2eCpR0/j82u89FVOj2I2XSJYHThUKCWm+vZFwbZtvIaTifcHR954+90Ar036DFshp+cIuRM057Dk\nfLTRg1aaXaapV5zHj4ZX4fHFCXftxignKAwfqO/x3ACvQTvwRptJmabLq3n5wyvew/auLewbOsi/\n7f9my4I8ozREbuhxhvv+q+lDm9zyzOf1XA5Ahz+OaZvzsm9VCCEaSQK8ORoup7CxawNWjIpTzmEa\nOWJ+WZXQSO60Unff4HwEeHq1v9JTnWjnDnFotz48y3CmaCYqBWK+6IzXIjzz2BlKRZ3dv7uGpSuq\ng4XSJaLBZQDolcVf3pSuZOhUnE2IoycbBvwxgGkzImJy2cpIgKc1oEQTxq9KaO6/U013Av/O6GoA\n4steAihk+h+uK8vvLDlXapNaG8kXWgXMLMADN8h7L9s6L+PZoef46nPfakk1Sil3CnD6E8vZU017\nnqFiolaeGal+2NARcCoRZNCKEGKxkQBvjmp9YQE3wBvJ4EW9MkmzkQaLCeK+GD7NC1DrkWjmqoSR\nDJ7zhqsW4FXaqw/PzeANVrJ0+OMz+p5CvsLex84QDHt53gvW4PN78Pk1spkSndWpfXYbZLcu5PpZ\noqlUVP+YyYah6nVyV0yI2ctWnAErAGoDSzQBOlWl6cvOA3YFyx7JGnr8nYS7nodeGqSYPjSrxxqZ\noNnd0AmartokzRkGeAA+zcsfPe+9bOnczN7B/S0J8twADyA/XH9/43SeHtgHjJRnArXfhcPShyeE\nWGQkwJsj9xNiN4Nnuhk8PUusWsIlg1bmTrcMUuV0rTzTtSqygkRpmKLRnKXa7ooET8AN8JxS3LbL\n4FUDvLxp0FHNTE3nyUd6MXSLq16yHq9PQ1EUorEA2XSJ7mA3BctGs8rNPPa8GMyfI6gq2N6OMbd7\nfU7GyZYAr25ZvfEZPG9tVUJzSzRLRomoYlFQNBRl5KU0tuylgEL6wkOzyuKZehbbLDelPBPA442i\neaOTrkqYjE/zcevzbmFLxyaeGdzH1+YxyLNtm3KuF80bQ/PGKKQPYjepVHR8eSY4PXggy86FEIuP\nBHhzNFQt4esOdGFbBma1VwfbIu5xRsVLiebcJYtJbGx6gt3khp5k6NQPsW2blZHlAE3bh2eUEyiq\nD83jLL113zzq7RbgGSVQfdhAfAYZvEyqyIFnzhHrCLB918hkyWg8gF4xUQwPeRsC9uKfwJfLOZMS\nA9WyU5fmra6QsCrzfaS2kavkG57B03xxQHVKNJsY4A3l+wmrKro6dpWIN9BNqPNy9GI/xcyRGT9e\nrf+uwRM0R/OFVmIauVmvL/FpPv541/u4rGMjTw/uY+/Qc0064Vh6aQDLKBCIrifUeTm2WaaYOdbw\n55moPBOgw+98qDNfAd5QMdnUlgMhxKVDArw5StRG93fV+u9cUdW5vBLgzd3oASu5xNMUhp/FrKRY\nFXaCi2aUadq2hV5O4q1O0ARQPREU1dt2qxIss4ilOKWvM8ngPfbQSSzL5ndfvgFNG/k1Eo0HAKcP\nr6J48SpgNCm7Ol/0apluLLJ2zO2a18k4qbbRdlNV50szMniKouLxd9ClaU3twRvOnXb+w3fxByJO\nFg8yF2beizdfAR7MrkzT5dd8vHbdNQBcyM/PdFy3584fWU+4cycAhSaUaU5UngmjSjTnqQfvGwfu\n4Z+f/GJLp5YKIdqDBHhzNFRK4lE04v5Yrf9OUZz+iaDivLBLgDd3bq9jT7Crdp0rpYGmDloxK2mw\nzVp5Jjjjxj2+9luVYBlFdMUZrDJdD95Qf5ajBwZYsizC5u1jx7m7AV4mVcLWnMxGurC4P5H26E62\nIxReMfb26h48PzYVS5/3c7WDZvTggdOHF1SgUEk1rZwwX3CqBnyjBu+4fMGlBDu2Uymco5Q9PqPH\nW+gBHkBX0ClRn48l8jDSfxeIrMcbXI7Hv4Ri+giW2djS76cG9l5UngkQ90dRUEiVUw19vsn0FwYp\nmSXO5ur7/0cIIVwS4M1RopikK9CJqqi1/ju3md2P88ZCevDmbqjaC7ckEMOqTi3UiwMsCy9FVdSm\nlGjq1d1n4yfaefyd2FYFqw0GiABYlo5tG1Rw3mhPF+D95pfOUvMXvmLjRbvyRmfw1OqQoVR+8QZ4\nRaNIFAObkUmqLrdE068o5GWMel1ylRyR6sTWRmXwYGTQSlxxpqA2g9uHGw2tmPD++LKXAcy4F8/Z\noao2ZYKma84BXnUdULLY/ACv1n/n68Dj70BRFMKdl2PbBsX04YY9j1Oe2XdReSaAR/UQ9UXmpUSz\nYuq1dQwn06eb/nxCiPYmAd4clIwyOT0/akWC8ymfP+SMzMYoEPQEJYPXAO6KhM7qBE1w3hB5VQ/L\nQ0s5lz/f8GW04wesuNptVYI7BbJkOW9CpyrR7Osd5syJJCvXdrBmQ+dF98c6RgI8f7V/JV8YbPSR\n501/YZBuTaWs+FBV75j7NE8AGwgoCnl9cZehtkpWzxNRNZRxE0rnaswuvGYFI9XMbkdk9YR3+0LL\nCca2UMmfpTxqEuRE3Ama3kA3ygxXlNRD8wTx+DqpFM7VVYHgVT3EfTESpeb/7tOLF7DMEoHI+tpt\noWqZZj65r2HPM1KeuWvC+zv8cVLldNMrNkZnCU+kTzX1uYQQ7U8CvDlwX+TG78DzhdcA7iTNqGTw\nGmCwmCToCeC1RiYWOjujnEmaZbPS8JHoxiQZvJFBK+3Rh2dVe+Ty1VK2yYas2LbNb355AoCrX3lx\n9g7GZvDC1VKz0iJeKdGfPUtEVbG8Fwe9iqJiKRoBBcng1cG2bbKVHEEFtAYtOXeN7MJr3qoEv1XC\nsiEcWjbp18SWj2TxpmLqGWyr0tTyTJcvtBLLLFGufmg2W93BTobL6aZP0qyVZ0bX127zBrrxhVZS\nyp7AbNC/Obc8c9e48kxXpz+Obhnkm7zvcnSf34l0b1OfSwjR/iTAm4PEuB14ZiUFKPirJZpOgBch\np+dbsiC2XVi2RaKYYEmwu1YGC6CXhrAto9aHd7bBfXi1DN4EJZrQThk8J8DLmhUCWoBAdfrreCeP\nDDFwLsvGrUtYtnLiLJ8/4K3twouFnTe+5iLOYGerEzR9k7zxthQvAVUhr8uy89kqGiVM28Sv2Kjj\nyjNN0+LMyfr7XD1jViU0/t+pZVtEsMijoiiTZ9z84VUEopso53op5SYvu3PKM5vbf+dyWwgK6TN1\nfX9XoBPLtkiVm1P66ipnnSDHPyqDB24Wz6aQOjDn5xhdnhn2TlwiPF/LzpPVDJ7T85dmuDQ/fX9C\niPYkAd4cDE2QwdO8UVRPBBQVU88R9Tnj9bO6ZPHqlalk0S2DJcHuWpbUG1gK2OilIVY2adCKUU44\n/39qvjG3t12JpuFkRdN6edLyTMuy+O1DJ1EU+N2Xb5zy8aJxZxdeR7XfRzEXb/BTqb7xjkbWTPwF\nqq9aorl4/46tktVzBBTnRUgbN2Dl8P4L/HjPsxzeX19vrccXB5SmrUpI5gcJqwoVNTDt18arWbzM\nFFm8+Riw4vJH1gGQHjpY1/e7H2gmm1imadsWpXwvHn8XHt/Y30mhTifT1ohpmk8NPAtMXp4JIz3J\nze7DS1UDui2dmwDJ4gkh5kYCvDkYncGzbRNTz+LxxVEUBc0brZVogkzSnIvBgpNJ6wl2V7OkEIxf\nBjhlmququ/AauSrBMiuYeuai7B2A5o2BomEs4tLD0dwMXtqsTDpg5fC+flKJAtuet4LO7qmHYbi7\n8CzDj2GD1168e+JU3XlTFw1P3GelagF8ikJBPsCZtWxlZEXC+AxecsApvzvfV9+bakXR0HwddKpK\nUwaCJHPOm2+7OkhoKv7IWvyR9ZSyJyjn+yb8mlqAF1w64f2N5AuuQPN1kBo4gFXH9Fd3kuZQEydp\nVooXsM3yRdk7cBa2+yPrKefP1Pre6/V0dbn5ZOWZMGpVQpMDvOFqBu93qsHmSQnwhBBzIAHeHIzu\nwTMrGcBG8zmDJTRPxMngeasZPOnDq9tQbQdedUWCohGIOlmkSrGfuC9G2BtqaAbPzc55JxiBrigK\nXn8XejnRFqsS3B68km0TnyCDZ+gmj//qJJpH5aqXrp/28dw+vFymTAmNINai3OtkWAahanDqC06c\nWXEnP5Z1+QBntnKjViSMz+Clh52fycEL9V9Xr7+LsKqSKdXXazaVXHX1h5vNn058+cuByXvx9NIg\nKNqMH28uFEUh3LEDyyxTqmNpeLebwWvijkF3/12gmm0cb2QnXv0L193yzG2dl01anglODx6MZNia\nxe3B29WzE03RJIMnhJgTCfDmIFEcJqAFCHmCtU8SPdWlt5o3Clh0eJ1+pkxZ3gDWqxbgBZwSTY8v\njjfoZO304gCKorAqvIKhYpKS0Zj9SO6KhIkyeM7tndhmuZb9Wszcv0PJtmtvZkbb91Qf+WyF5121\nikh04v680UYPWjFUH2FFIVEcauyh58FgMUG3plDCg6pN/Pd2A7xKRYaszFZWz0+awXMDvKH++j8Y\nqwVLRrbhPdCVkvPzHA4tn9HX+yPr8IfXUMocpTJuL2Rtgqa/G0WZn5fkkTLH2fexuasSmrkLb6IB\nK6OFOraDopKfQ5mmW575/HHLzcfrqE4DbnYGL1lOEfQEifjCrImu4kyuj4q5eKsfhBCtJQFenWzb\nZqiYYEmwC0VRar1hHjeDVy3diVVHXksGr36D1QCv2x/DMvJ4fB1oniCaNzoySTO6Ahub8/n+hjyn\nUX0D553kE3WPr3368GoBnnXxBM1ySefpX5/G5/fw/KvXzujxYqMCPDxhFEVhuAmL6JttIHuWqKpi\nTlGG56tm6A1D/n3PVm5UieboDJ5lWc7PDpAYymOa9a0/qQ1aUZSGDwSxq7/vOybrzRxHURRitSze\nw2PuMytpbEufl/47lze4HH9oCcXMEaxZBhFdgQ4Umjed1LZNyrnTePzdtdfR8VRPkGBsM3qxH71Y\n3xqWmZRnwsjamPnowXM/YNsYX4dlW/Rmzjb1OYUQ7UsCvDrl9DwVS79oB542JoMHkeokeenBq99Q\nMYmmaESrP63uNfYGlmLqWSyjyKqwM2ilUX14+hQlmjB60Mri78NzSzSLtn3RkJWnf3OGcsngyhet\nxR/wTvTtFxmdwXMHJKSLjQm851OqOvXQ45/4ZwDAVx3vbxqlSb9GTCyrj5Rojs7g5TJlrOpORtuy\nSSXrG2DjHbMqobEfxHitIpZt0xFeNePvCUQ34gutpJg+VBveAyPrXryTlAE3g6IodC7fhW3pFDNH\nZ/W9HtVD3B9jqEklmpXCeWyrMmn2zhXqvAKgrizeTMozC+nDDJ99AI/qIeINNzXAKxpFSmaZzoDz\nAfGGuFOaejIjZZpCiPpIgFcn98Wtu1quYk6SwfMrzqfPEuDVb6iYoDvYiVVdLOxeY3cgQaU00PBV\nCUY5AYpWCybHa6dVCbVF57Y9ZshKPltm3xNnCUd87Pydmb+RHR3gBapvsouLsESzVHDeeEcmGbAC\nTiYBwLIkwJut7CQZPLc80x9wFp8PD9UX4HlGLztvcLYpbBvkUdG0mX3oAU5Q5fbiZUZl8UYmaDZ/\nwMpoXcucYR719LF1BzpJNWkXXqnafzfRgJXRgvEtKKqXwvD+WfdCT1eeaehZEqd+QHbwNxiVYTr8\ncYabuOzc7b9zA7yN1QBP+vCEEPWSAK9OidrgD6dHa6RE083gOaVbPtuZUiYBXn0KepG8UaiuSHD7\nHJ0XQV/Q2bOmFwdYHl6GgtKQQStOT8wQXn/XpD0xI8vO2yDAM4qYKJiMLdF84pFTGIbFVS9dj9c7\n+a6v8dxdeJl0iWjIedOqV5pb3tQMiu4EBR2xiQc9AKiaE+BhNqb381KSHTVkRfVeHOCt2+T8bh0e\nqq+/0ePrwEap7sJrXICXL6UIqwolxTf9F48TiF2GN7icQuo59GoZeKU4+xUJhm7y3z8+OKchNIHI\ncjyBJZQyx7Bm+fPbFejCxm5KX1rZ7b+bJsBTVS/B+DaMyjCVwrlZPcd05Zmpsw9gW07pqlFO0uGP\nUzErFJuUqXfLXTur/X4d/jid/g5OpnvbYpCXEGL+SYBXJ3dEtJvBMyopNE8ERXU+dXYzeLaRJ+wJ\nSQ9enYZKo1YklMcOsnE/8daLA/g0L0tDPZzLn5/zC6Jl5LCtypgBK2ey5/jfv/kMp6s9EZovDora\nFhk80yxSthVURSXqc95op5IFDu49T0dXkG3Pm9kgidHcXXiR6v9H1iLrUbNtG381K+efIrOiak62\nUrUNLLu+XrFLVVbPE3V/X2ojZXKZaoC3/jKnNDZZZwZPUTVUb9Qp0WzgqoREdQG35YnM/kyKUtuL\nl77wK2D0BM3OGT9O3+kUh/f3s++J+nu0nGmal2PbBsX0kVl975LqqoRGl77alkk5fwZvoAfNG572\n68N17MSbrjyzmDlOIfUciuL8bBrl4ZFl500q03QD5dFDrjbG15HT8wwuwuoHIUTrSYBXp9oOvGAX\ntm1hVjJjyvncAM/Uc0T9UQnw6jRUu84jS877zpj85pcnqgGYQqXk9HetiiynaJRq+4TqpVeDSm9g\nJMD7Vd+vGSgM8evzjwOgKCoeX2db7MKzzCJF2yLui6FWM5aPPXQS23aWmqvq7H9NxOJBDN3CtJw3\nUJq5uEoYU+U0XQqU0FA9ky+zdgO8gAKlBdyHdyHfz3OJQ60+xhi5So6wqqJoARR1JEPsZvBWro3j\n83sYTtQ/odTr7yaiqqRLjXuTnKlmi7RZBGSjBePb8AaWUhjeh15KYJQG8QaWzGqCphsED5yfW2VI\nqHMHAIXU7Mo0u6qrEoYavGOwUujDtvRpyzNdgdgmVC1Ifvg57Bl+wDJVeaZl6QyfuR9Q6Fz9OsDJ\n4HU2eReeu4Khq1qiCbAxvh6Ak+nTTXlOIUR7kwCvTkPVTy67Al2YehawaqWDUH3jp2jOsnNvhLxR\nWGHMXE4AACAASURBVJS7wFptaNSSc2cHnsreJ5M8/evTlIoWnkA3enEA27ZrfXhzLdM0xq1IsGyL\nvUPOG6DnEodrGUKPvxPLKGAt4Df207FtC9ssk7fM2oCVgfMZjh8aZOmKKBu3Tj5gZCpuH14+r2ED\nAawFHQCNdyHXR1xT0afJ0owEeAo5vb5MU7M9NfAsn3r8c3xx79dIN3iaZL1MyySvFwgqI6smXOlU\nEZ9fIxD00rMsQjpZrHuSpq/6IY0+xw99RitVSyqDdS4ldyZqvhSwSZ75CbZtzLr/Lp1yArzhRIFK\nuf7XFW+gB29gKcXM8Vov7ky4lSuNzuBNtx5hPEXRCHXswDJytdLO6Tw1RXlmpv8RjMow0Z4XEuzY\nBlQzeO4uvAb+HI1Wy+CNCfDcPrxTTXlOIUR7kwCvTolikrgvik/zXtR/B86LuOaNOgGe38nmSRZv\n9gZH9ToalTQeb5xi3nlDM5wo4AssxbYqmJX0qADvwpyes5bBqwZ4J9Ona//fJUpJBgrOG7zaJM3K\n4i3TdN/UFa2RASu/+Z8TAFz9yo0o1SEYszWy7FxHx0NUVZq6N6vRhqvT6zTf1Iun3SErfkUhv8AC\nPMu2+MnJ/+Lf9v8HuqVjY3MsdbLVxwIgbxSwsfEp9pgBK7Ztk0mViHcGURSFnuVRLMuuZaxmy/03\n6jHzDRsIYlV7geORyYfvTCfUsQOPv7sWlMx2RUJmeCQYm0sfHlR34tkmhdThGX9Pd7A5u/BGBqxM\n3vc6XqjLWXqeT05fpjlUTHBmkvJMvTREpv8RNG+U+IpXoGpBFC2AXkmOBHil5mTw3B680T3QqyIr\n8KpeGbQihKiLBHh1MC2T4XKqtiLBrK1I6BjzdZo34pRoVnsJZNDK7LlLzrt8USwjh+broJB3mt9T\nySLe6qCVSql/VIA3u4b78WpLzquf/u8ddN447Opx3kgcSDr9KiODVhZP4DKeuyLBnaB55mSSvt4U\nazZ0smpdfSVoMHaSpqUFiKhKLRu7GBSKThY4FF455deNLtEsGAsnwCubFb66/5vcf/K/6A508o6t\nbwVYMAFerpInoDgvQKNXJOSzZUzDIt7pBM49y5wPx5J1Dlpx/412qI3rn/KYeWzbpnsWQch4iqIS\nW/bS2p9nuyIhkx4JeOdcptkx+zLNTr+zCy/RwBJN2zKo5M/iDSy7KKs7FX94LZo3RiF9EHuaKpnJ\nyjNt2yZ55n6wTTpXvw5V86MoCl5/l5PB8zV3F95wOU3UF8Fb7UkF0FSN9bE1nM/3UzTq+4BDCHHp\nkgCvDsPlNJZt0R1wMzgXZ/DA7cOz6fRW3+xKBm/WBosJOvxxVNN586x6YugV55P4VLJQW5WgFwfo\n9HcQ9ATmnMEzyglULYjmCWHbNnsH9+PXfLx18xsAar1MHt/iX5VQW3Ju28T9MY4+5/QzXvXS9XN6\n3NEBnuKN4FUUhkft/lro7GrQ3hVbP+XXKYqKpWgEFlAGb7iU4s4n7+LpwX1s7tjAh6+6jatXXIVX\n9XAsdaLVxwOc34XhKVYkxKoB3pJlTonsQlqVELR1craC3xuc0+OEu66o/Q7xzaJE081yBsPOioaB\n83Mru/UGuvEGl1PKnMCcYSChqRod/jiJBpZolvNnsW1jxuWZLkVRCHVejm2WKWaOTfm1k5VnFob3\nU86dIhC7jGB8W+12j68TbJNotQ+5GT14tm07Pb8T9HRuiK/DxuZU5kzDn1cI0d7qCvAsy+Jv/uZv\nuPHGG7n55pvp7R1bQvDjH/+YG264gZtuuun/Z+/NgyQ57+vA93151n313TOYEzPADECCIAkSIGiv\nbFEhmQ7tWkesYiWtwitrw95dObyiYze0EeJGyLsrreWDNC2FdkP2SlQ4TK5orUXKOqgDFAkQBwkQ\nIIABMMDc03fdlVl557d/ZH5ZVd1V3XVkdfcM60UgAHRnZVVn5fG93+/93sOnP/1p+P795S7XbbAC\nYI99Pwc3WskJQVVu1sEbDY7vom41MJcoRsfYRyb6fT2UaAIBwSOEYCW1jO32DmzPGes9me/BtWpR\n925N20DZrOJy6SHMJUpYTS/j3fp12J7dFXZ+DxO8XR28VjOwS+edk3GRySkAgGbDhBJeF9o9RPCU\nsKCQSC4fuC2j8rEheNcbt/B/fvtf4Y62jqeWn8DPP/ZzyMhpiFTEmewpbOhbx+JzthwNiT4h53y2\nLJcPyNPCUnAejmu0EkQlILaoBMcxkCJAmwyffzcIhFCUTv8ICid+cCQHTV2z4bk+lk/kkUhJE3fw\nAO5G6cNoDG/EU0oU0LCasc2W8/m7YQ1WupEqBOqK/dw0d9r95Zm+a6C29lUQIqJ44gd7ZOn8exE8\nDQkxMZUOnubocH0XBXVv5uosD2+GGWYYF2MRvD//8z+Hbdv44he/iE996lP41V/91eh3pmniM5/5\nDD7/+c/jC1/4AjRNwzPPPBPbBz4O4FVL3sHjIee7Q7HFkOClw4VMc9bBGwlVowoGhjm146Dpep0H\nc73ahiDnQagMxwzIw2p6GQwMm/rWWO8ZuGKyaP6OyzMfC+WZl4oX4fourtauhYSe3NsEr2cGLwut\nGXQGBHGy5n6QhSei1TCRUAOjFjNmQ4Zpoe20kSM+LNChpGKEqlApge6M7/YYB17ceBmffeU3odk6\nfuzBH8Z/9dCPQuySfJ3LnwEDOxamDYM6eM1dHbxsPgFJFiaIShDBhFQYlTD5+ccjElxheAnhflBS\nq8jMPzHSa/gxyhVULCxnoTUt6NpkOYyRTHOE0PMSz8KLaS6tk3/3wMivlRJLEJUSjMbVgZl+3wnl\nmY/vkmfWN56B7+rILv21PUS7U8SroaDkpkLwdmfgdeNMmMF5Y0bwZphhhhEx1iru5Zdfxsc/HmT5\nPPbYY3jjjU7VTJZlfOELX0AiETygXdeFoigxfNTjA97BK3V18KiYBBV6g29p6MCXROC6OOvgjYZu\ngxU+52jZHVlUs27C83xI6jwcswLme1hNB5lt4zppcoMV7qD5WvlNiETApVIg27lUugggmMMjVIAo\n5+/tGbwuiWZWzkJvWUhn4rles2EWnhoumlzneDg4HoRNbQN5SmANuYinohqYrNhH0xnzmY//773/\nhM+/9UVIgoz//rGfxfedfHqPQc75/BkAwLvHQKap2RoShHfw9ko0+QweIQSFUhL1SntsJYioFJCh\nFDVj8hnQpr4GAKDy3sX4YaEZdjmz+QQWl4Mi4qRdPFEpQE6uwGzdgDdkoYI7acYh0/R9B5a+Bimx\nHBkXjQJCCFKFR8JMv/5mMa/sBPLM93XJMy39LrTytyGqc8guPLnnNZzw8bBzwzVjdwPmss98nw5e\nWk5hITmHG43bs5zNGWaYYSSIB2+yF5qmIZ3u2IcLggDXdSGKIiilmJsLKva/+7u/i3a7jY997GMH\n7rNQSEIUhQO3OyrMz3cka633goXqxdUHUEqmcMdpIpFe6tkGABS6gOptIJ8IeLRNzD3bHAfYZgOC\nIEOYcKZkXAw6JmYtWGicXVyFEAbxUpoDUIOiirBMFwIosoUTKLfXkE628cjJ88A7QNWvjHWsN7Wg\ny1paOAErYWJN28Djy4/ggeXABKFQehSJ11W8U7+K+fkM6pl5NCtXUSzIEMTjWcjY7zg4zWDRYDLg\nRH4BnvcminPpWM7T0kIa5W0N6UwJNQDEbWNuLj22M+dh4Up5HWlCIKfmDjwO8/MZlG9nA1MW4fCv\n77Zj4F89/2/xysYbWM4s4H/++H+Hlcxi320zhcsQXqO4rd0+8vuQc9NGKlQ2FOfmkC0Fn0dv2ZBk\nAadOl6LzZPlEHtsbLQhEwNz86OHi+vYqKu278L3axH/3W7dC06fiiSM7hm/YAcl84HQJnufjpW/c\nhN6wxvo83a/x9cdx9+ofQvBuYH5lL9nZjdPaCnATsMX2xMeiWXkXYB6KCw+Ova9M8iNobP4VHP1t\nzF/sXXNsaju401rDY0uXcHoluD6Y7+Gt9/4EAHD2kR9HpriXtDvZB7D9LkDRwlJ+Dleq74CmPMxn\nh/+MB/09TljUOL2w3HfbSwsP4ms3n4cla3ggvzr0+97PYIyBMTbyueJ7Du6882UsnPwYEpmlKX26\n+wtH/ay4nzHtYzsWwUun09D1TpXP932Iotjz/7/2a7+GGzdu4HOf+9xQC7pa7ejnQgZhfj6DnZ1O\nhXS9vg2BCPB0AVuNTTDfBaO92wCAYwTHxNY0EBDstKp7tjlqMOZh7Y1/CSV9CvNnfvzQ33/3se3G\nzZ3ADVNxk9BbZQAU29uBwcrSiRxuvVfB9ffKWCgFVdbt9RtQsxdBQPDezu2xjnW9GrynYaXwV3df\nBAA8nHuoZ18XCufx2s4bePPWDYgkcFfbXLsNOXn8Hhj7HV8A0JpB9ZhRGet3gsKFrAixnKeKGpz/\nW9sBiUwQhhvrm8jIoy/SDxM7OzeQBiBKC/seB35smR8Qe12rH+r1vdOu4Ddf/21s6lt4uHgB/83l\nn4RkJrBjDv4MJzMncK12G3c3K1B2KQ4OEzvNGhbC50JLJ7D8VuBkWNaRzakol4NCy/x8Bol0MO92\n7eo2GGEjv5fHgmvUbk9+/223dpACINC5I7uXb6wH16wPH0oyuMZuXiuP/Hl23xt86RwAYOvOK4D6\nyIGvl5ygIHhrZwM72cmORX39SvAZhJUJjqsKObmCZvkdbK5vQpA6neG/uPk8AOCR/OVo/83tF2G0\n1pEqvh+mNw+zz/syBhAqQW/tQFWCDvj1jXXIVmrPtv1w0P0XAO6Ug3ECwVL6bruiBE6+L9+8gsRq\ndqj3vZ+hOTr+yQv/DD/88CfwsbmnRnptu/4OyndfgGk6KJ785JQ+4f2DYc7fGcbDQcc2DvI3lkTz\n8ccfx9e//nUAwKuvvooLFy70/P7Tn/40LMvCb/zGb0RSzfsJZbOKgpoHJXSggybQMVlhro6UlDyW\nLpquVYPvtuG0J3OenAZ6JJpWHaKcQzvMwFs5GVRb69V2FBJsG9tQRQVziSLWtPUokHwUuGYZAIGo\nFPDq9hsgIHh07hK21pv4rX/xDWyuNXCpGJzvVyrvdGXh3ZsyTe6ap0gZaK1gdiWVjacTGYWda8Ei\nNEMJyjHMQU0bXhiTUcgMZ4MvhnN63iHGJFytvYdf+/bnsKlv4ftOPo1/8L6/i+QQHfjz+TPwmX/k\nMz0tW0MqdCbkM3hG24Fje9H8HUexFPy+NmZUghjOSsueOXEWHnWDiIS5Ic+NaaBZM0ApQTqrQk1I\nyBUS2N5ojXW/64Yo5yCnTsDSbsFzDn5WdSSak9/7LO0WAAJljPm7biQLlwEwtOtv9fx8tzzTtZto\nbDwDKqjIr3z/wP0RQiDKBbhWFYUwKiFuJ81aGJ7eHXLejTMzo5Ue3Gjcgubo+MrbfwZnRIMfxwwy\nbJ17yPBrhhnGxVgE7xOf+ARkWcZP/MRP4Fd+5Vfwi7/4i/jKV76CL37xi3jzzTfxpS99CVevXsXP\n/MzP4Kd/+qfxZ3/2Z3F/7iOD5dlo2Rrm1P0dNAGACAoIEYOwczlzLGfwHLMMAHCdBtgx0/iXzSoS\noookleG5GgQ5ByPMwFt5IAyerbSjLLxuoxXdaaNhjz7z5VgViHIeTaeNG81bOJ8/g4ycxq1rFTi2\nh7VbdVwO5/GuVN/pmdG4F+G6waI5Ieeghw6acc3gcYLXbPrwiYAMIajEMAc1bUjhMckOudikYvB3\ncsOaaeMba8/jc6/+FkzPwk8+9OP4sQd/GAIdTt7O5/COOg+v5WjIhO7CfOZq9/wdR2EuINDVyngE\nWgrD6gsCmXhxrvoWWgzIKHsLeoeFZt1AJqeChhLX+eUMLNONZvMmQTLfnyD1Q17JgZLJ3Ul9z4bV\nXoOcXI5yJcdF8PmBdu316GeRe2ax455ZW/tTMN9GfuX7ezp9/SAqRTDfjuKO4g47r5kNUEKRlftX\n7JdSC0iI6pEXZY4LeAxSy9bx6vbrB2zdC77esc3tiQsiM8xw3DGWRJNSil/+5V/u+dm5c+ei/377\n7eGtlu817DZYGeSgCQTVP0HKwHNayMhprOubcDwHkjC5xXZc4Dc8MB+eo0GUj4cExGc+KkYFS6lF\neKE5hxiGnFOBYG4xDSqQwElTTECQMlFVbiW9jFd33sCaton8CAsx3zXgu23I2RV8txy4yfFw8+pO\nsOhv1g0U1FNYTi3iau0acP6HAADOPUrwHEeDzxjSag7adkBQ4iZ4rYaJ/HISac/FzZiyyKYFx3OQ\ngQuLCT32/fuBCgEhYQPc++KC53v40rtfxtfXnkdaSuHnHv2vI8I2LM7lTgcS5iM2WtFsHSlFBhVk\nEBKQ00EEL5NTIUp0/A6eUgijEgiqZjWKtxkVnmcjRRg2mHhkc6SW6cI0XMwvd+7TC8sZvHdlG1vr\nLeQKk7l7JguXUF/7U7RrbyIz/+F9txWogIKSi56J48LS7wDMHyseYTdEOQslfRqWdhOu3YAo5zru\nmfOBe6bReBdG/S3IqRNIlT5w8D7DIl42lAfXw45bXKhZ9Ygs9wMlFKezD+Ct6lW0bO3YS9ynjTVt\nPfrvb6y9gA8vHfwdcrhWsN5hngXPafZVXs0ww/2CWdD5iOCOYXN7Qs77yysEKQ3P1ZGTgpvycYtK\niAgeEDlVHgc07RYc38VcotTVJc2hrdtIpmRQSpErJFCvtsEYg6QuwHOa8F0Dq+kgu2x9RCdNJ5Tm\nSUoJr24HzrA8ELeyHXxvrUZAgi6VLsLxHdw0AsJyr3bwPNeAwRhyah4a7+BlJ6uic3QTPFHOIkkJ\nqu3yAa86WmzrW8hTAlNIDL2I510HytzYMsH64U9u/SW+vvY8VtPL+J8+9A9HJncAkJSSWEkv4Wbz\n9lQ/635wPAemZyJBeh00o4iEfC/B63XSHL3qTqgIj6ooChQVY/wCQ0sPFpaucHRjB80oJ7BzjS6G\nZG/SwHMgiPZR0g/A0m/DHUIBUVQLaNjNkaVy3YjiEUYMOB+E3Zl43fJM33dQvfvHAAiKJz851DXO\nZfhJBNmqcUYleL6HhtVE4YBCJM/Du9m8Hdt736tY0zaREFU8uvgQrjVuYF0bbryEMdaz3nGM8aKU\nZpjhXsGM4I2Icp+IBKD/DB7A5/BYJO9oOcdLpskrWkCHrB4H7LQDsjWfKPV0STnBA4B8MQnb8mDo\nNqREOIdnbuNESPBGjUrgEQm+mMHV+jU8kFlFUS3AsT006wGx4/++XOQyzfcgSDm492hUAvNNmAxB\nBl44g5dMx2O+oagiFDXIwlPCKnjbOt4Er9y6AUoIIA1f2eUETyUEbXdymdwg3GndBQD8/GM/h1Ji\n+GDs3TiXOwPHd3E73N9hQ3N0EAAy/J6cwUEdPAAolFLwPDa2DJHIOWQoRdUY//yraXeC/5COTuXQ\nHZHAMbeYBiGTRyVwRDLHIWSaPAu2NkFn3mzdBEChpCabv+NI5B8GCIVee3OPPLO5+Q14dh2ZhY9C\nTvR3m90NKbx3EUeDIsixzuA17CYY2MD5O46zudMAZnN4tudgu72DldQyfuD8XwMAPLv+wlCv9Zwm\nmG+D0EChYs/m8Ga4zzEjeCMi6uB1STSJoA6cHeBGK3kxkGUeF6MVx3Nwq3EbZlcVyz1GHbxyZLBS\njD4XIxn4HkOCE7xSOE9R6RitOMY2imoBiiCPTPDcsIN322zBZ35HntklDdOaJnzfx9n8aciCHM3h\neU4Tvu9M8BcfPhhjoL4DkzHklRy0poVkWoYgxHdbyIRZeFJImOyY5U1xQ9MCC3olOdziD+jMkAVh\n59MzWmlYLUhURPqAmaGDEM3h1Y5mDq9la1AJQLCrg1c3IAgE6T4mP8V5brQy3vFV1CDX0phgUdcO\njagUdW7sfUwKXmDqJniiJKA0n0Z5S4PnTT5Hncw/DICgXT849JwXGsadw/M9C3Z7HXJqZU+O7LgQ\nxAQSmfNwjE28sRG4Zz4+/z445g6a29+EIGWRW/rrQ++v20grr+Rj7eDxkPh+IefdOJU9CQKC642b\nsb33vYgNfRMMDCcyy/jgyvuQk7N4ceMVWJ594Gt59y6Ruxj+/4zgzXB/Y0bwRgSX+JTUIhhjcO36\nQHkm0CF42dAEoWkdfgfP9mxcb9zC1+4+h9996//F//HSv8QvfP2X8Buv/Doo87DjBc5y3jHq4HGC\nN98l0bSdgNB1d/AAoF41IIcdPMfcBiUUK6llbLa3R5IOcYnmd5vBIv+xkOBVdgJSTikBY4DWtCBR\nERcL57HV3oEXLlLvtS4e820QsKmEnHNkcipcxwdD8F0xV5/YyXCacEOXtVx6eJfE7g7edAleEzk5\nO/H8V0TwGkdE8BwNyfBvEHaFnGfz/aWxhbCYUx1zDi+ZCCJMJrlG+ZxtKrk89j4mRdTBK/QWFBdW\nMvBcP5oVngSClIaSPgVbv3ugqoN38Madw7O02wAY1Bjm77qRLAb37lb1NYhUxPvmLqF6548A5qNw\n4odGIpOClAUIDZw0lRx0pw3bi6eYd5CDJkdCVLGSXsKt5t1jff+cNnjRdjW1DJEKeGrlCZieiZe3\nXj3wtRHBy54HodLMSXOG+x4zgjciykaQH5WSkvA9A8x39h3UFcLZu1S4Zpn2DJ7pmnivfgPP3HkW\nv3PlC/jfXvzn+IW/+iX885d/Hb939Q/wwsa3sd0u41TmJL5vMXgIbrLgYXecOng9EQl2AwCBYQSf\nkxM8vugLohLmAZDopr2aXoLPfGzpw9/EXbMCQiV8p3oNi8l5LKWCLk51O1g0rZ4KHsJ8Du9yKagE\nbjuBtPFeI3i+FywWDZ9B9ZLwfYbUFAgeAJhW8O80iXeGJW4IblCAKWZPD/0abrISELzJF9j94DMf\nLUdDVplcHphTsphPlHCtfhP+ETjntmwNyTAigYauhqbhwDLdPREJHIW5sINXGe/4ymHXjbrj339J\nKK8vZuKREo6DxoA5xYVoDi+eAmKqwN0or+y7XXHCqASTz9/FTPAS2QtgRMAp4uADc48C2jVY2i0k\ncheQzF8caV+E0DAqoYa8Gro3x3QPq5khwRvCDOxM7hQc38HdLpOR7zXc5QQvExRZPrbyBAgIvrF2\nsEyTF+8kdQ6SugDHLIN9D5PlGe5/jOWi+b0KxhgqZhVziRIIIftGJHDwDp6C4EYyraiEr958Bi9s\nBuSNoWNEoAgyzuZO44HMKk6G/ywm5yFQAa2dl1C7ewO+VEDb2wE9RgSlbFQhEAF5JYcNux7M37WD\nbhyfEcsXg0VOvdIGoSJEtQTbCOyPV7vm8E5kVg58P8YYXKsKR0zB8WuRPBMAKmFV/NS5Eu7cqKFZ\nN7F6CrhUDBYK19s1FHHvGa344byYDQJmBB3mfvK4ScAJnmFIkACkKUHFrEYzrMcJPvORYjZsRiGO\nMGfFYxJUAujOdGbwNEeHz3zkBlipj4rz+bN4fuNbWNM2cDKzGss+h0XL1pAMC168g7ff/B0QOmmK\ndGyJJpfZqcyC67sQ6eiPPsU30WQ+HkrOj/UZ4kCzbiKZliFJvbEYC8vBebG90cTlDxx8vzsIifzD\nwJ0/Qrv+JrKLTw7cjks0q2MSPKt1EyAUcvrkWK8fBCrI2CJJLAktPF08idraV0GohMKJHxxrf6JS\nhGlVMJcKzte61cBCcnKp7rAdPAA4mz2FZ9dewPXGLZzKxnu87hWsaxsgIFhOBR35gprHI3MP4/Xy\nFdxq3tn3uDg841YtQUoswm6vwbHKQ89izjDDvYYZwRsButOG5dmRLGW/iAQOTvBkFkg6WlMgeD7z\n8Z9ufBWEEJzPn8EDmRM4mVnFA5lVzCfnBtovc8mCmJhDo7mFhNMEY+zILMC7UTYqKCUKIMyH57Sg\npE+hXQ909olkQPAUVUIiJaFeDRZ9srqAtlmG5zSwwgmePtwcnuc0wJiLSjjDwuWZjDFUdzRk82o0\nB8Q7eKVEEYvJBVxpbuBDGRmufY8RvDC3jVEFeotn4MXjoMkROWm2RBQVHnZew4XxPUKmhqpRRZ4S\ntKgy0jVAiABGBKjEQ2NKHbyGFTga5mLo4AGBTPP5jW/hvfqNwyd4TlcHbzfBy/cneJQS5EtJ1EIn\nTZ4BNyy41X2eEtStBuYSpZFe7/sOksTHui+MRQ7jgOf50JomFlf3ngOFuSREicbWwRPEJNTMGZit\n63CtWnT8diPKwhvDndR3TdjGJpTUCVAab3SQ7rTxzVYFP5KSoew8C9+3kV/5m/sWY/cD//tLYXZj\nfB283hk8z9HguTokdWHPPYgHnt9o3ML3nXw6lve/l8AYw11tA/PJEpQuie3HV5/E6+UreHbthf0J\nnlWGKOdBqQQ5sQAdwcz+jODNcL9iJtEcAdxghVctXWv4Dh71TRCQqXTwKkYNLvPw2Pz78I8e//v4\nkQf/Nj689AEsphYGkjugQ/CyqVU0fQbCPPjudBaoo6DtGNDddhCR0JWBZ+gBSe52ecwXk2jWTbiu\nFzlpOsY2VtNBhW9YC2XuoHnTaCCv5PBA5kTwWXQbpuGiNJ/uBHc3Ol2ay6WLKLsB8bzXOnhuSEao\noHYIXswdvGx0zAAGgjSl0XV03LDTvA6BEPgjOGhGoMpUZ/AighdTTuVRBp5rtt41gxdINKOIhAEd\nPCAgMZ7rRwWWUUCpBJvIY0clmKH7pkXjLYCMglbDBGN75ZlAkE07v5hBrazDseOJv0hymWZ9sEyT\nEoqikh/rmjb1WwAYlJjiEbrx0uYruGbb8IgI5tuQ1HlkFj469v6ksAOcDR+ncYWd16w6JCpFAezl\nm1/C5tv/F7au/hvotTfAWEdCOJ8oIS2lvmedNOtWA4ZrYDXVOwP7cPFBlNQCvr31KtoDFBSe24bv\ntiGGUu2OKdssKmGG+xczgjcCImfH0JHNdXgG3uAFIaEyCJXgORrSUmoqLprbRqAtXxxROuSYZQhy\nHvOpRTT9oHN1HKISug1WvJBE84gEoDODB3SMVho1A5IaVOJsYxsJMYGSWhjaSZM7aG45Nt4/2jrP\n6gAAIABJREFU/0hUPa2E83fFhRTSWQWEAK16Z4F5qXQRDgCbSHCOkcR1GLRDibEkpaKIhLhNVnim\nXqthg4opZAiZOBh5Wmi2gowpWR1dgkcFNYxJmA7B44WhrBKPRLOkFpFXcrhWvwHGRs+WmwSBRDO4\nvqIOXn1/iSYAFPkc3phGK0xMI0spKmNEJdS1MH9Miuf4jwPuoDmoy7mwkgFjwM5mPM+YRO4hAEHc\nwH4oJopo2q2RjUes1k0A8c/fMcbw3PqLIERAsvAoAILCyU+CEOHA1w6CKAdF3VQ4ahFXVELNrKOg\n5kAIAWMMtr4OQkTY7XVUbv4+1t/8HJpbz8F3DRBCcDZ3GjWrHs3ufS+Bzx6upnslyJRQPL3yUdi+\ng5e2Xun7Wqdr/g5AT6zSDDPcr5gRvBEQOWiGHbwO+RjcwSOEQJAy8JwWskpmKh28rXZI8FLDL0x9\n14TvapDUOcwn5tAIA4SPg9FKt8FKh0TnuwheR84TGa1Uep00AWAlvYym3RqKVPMOXtX38VgYbg4A\n1dBBszSfAqUU6ayKZlcH4Xz+LGQqoep58OwG2BGFR4+Ddnj+ylK6K+Q8XoLXnYUnytlwBq8S63vE\nBTtcBGTHmAcSxAQUAuj2vSHRJITgXO40Wo6G7fD+cVjQHA3pMIqju4NHKUEmN/j8K5S40cp4JFoI\nZXZ6e7T4FADQQqk37+QcBToOmgMIXsxGK4KYgJo9C8fYjO6P/VAKjVZGzcIztVsAEaCk4p0nu9G8\njQ19C++bv4yFkz+Elcs/DzU9mTEOn+GUQ2OqOCSatudAc/SOPNOugzEXifxDWL70PyA9/wR8z0B9\n/S+w9uZnUL3zR7iYDp7xN74HA8/XQjUOV+d048mVD0MgAp5de6FvwcoN1UpSWLwTxCQEKTNz0pzh\nvsaM4I2AMpdoqjwXpwFC5YEZeByClIbv6shKKZieBXuIzJZRwAneQmL4oW8nDJyWlBJyShY6Cyrq\nxyEqgXd45hOlHhmsodkQJQpJ7szAdKIS2hDkfI/98eoIgef8eFhUxbncmc5nCQ1WivOBG2o2r6Kt\n2XCdoJIrUREXCudDJ012LAjysLDCYkNCzkFrWSAkvpDzbvAsPFHKQiAE+jHt4NFQDjyXPTvya0Ux\nCUII7ClJnBvhdxWXRBMIihPA4cs0W7aOTDjHRsVOBz6TU0Hp4EdSYS6MShgzCiARFoCsMQoMdtjh\nTyb3Li4PC5GMNd//edNttBIXOqHng7t4UVTCCATPcw044fwdiXmm8bn1FwEAT698JDDfGnPurhvB\nPgiY04REJdRjyPPk++AEj3eTJHUeklJE8cQPYvXy/4j8yveDCklo5W/jbOPb+NGUinLl9UPvvB81\n1gZ08AAgI6fx2Pwj2NC3cK1PVqATEbzOGklSF4L8Wnd0yfcMM9wLmBG8EcCJBw855xl4BxkyCGLw\n4J2Tg8pr3FEJ2+3g5jWKq5fTVdGihIKGC8fjQFB6OnhdTqXttt0jzwQ6Yef1ShuEkB7741EInmls\no+X7eGjuEgTakfJUt3UIIo2kY5FpSLNXplnjEtd7aA7PCclISi1AbwbufPstsMdFJqfCdX0wEmae\nefHlSMWJhG/CZp1Q7FHAO1HulGfw4pJoAkeTh8cYC01WCKiQACEUtuXCaDv7zt8BweyZIJCxoxIy\nyWBhyMa4x7Gw8FVInxjrveMAl7H2m8EDgutMTUixdfAABJECRNg3LqETdj78vc/SgjmyuOWZhmvg\nla3XUFKLuFA4F9t+CRUgyDl4Vg0FJReLRDMyWAkdNB2Dywg7ShwqqsguPoWVyz+PudM/Bim5ivOy\niIfMa9h8+/+GVnn1nlKNTII1bRMJUUVxgOPox1eDGctvrD2/53e7JZrATKY5w/2PGcEbAWWzioyc\nhizI8F0TzLf2ddDk4EYreTEgJ3E7aW63d1BQ8pBHCG+NHDTDG15CCR4q41S34wafwSupRXh2HQAB\nETMwdHtPhymTU0EFEjlpSolFAD4cq4zV0Er5IILn+w6Iq6Pq+ZF7ZvBzH7WKjuJcMnLt44urZtcc\n3uXSRdRC9817aQ7PC+fFUnIRumbH7qDJwY1WHDc4dmlKUD1mRistu4U8BXQijeUiy7v4njedmISG\n3YRIBKRCIhkHllILSInJQ+3gmV4QU5Ag/Rw09z//up00x+leyKHCQRzjO5J8Ay3fx1zqCDt4dROS\nLCCR7O84SQjBwnIGrYYJox2PSoQKKhLZc3DM7WiRvBtRFt4I5jU8/y5ug5Vvbb4K23fw1MoT+xqM\njQNJKcBzNZSULFq2BndCYlWNIhKCNYSzS0bYDUIokoVLWL74s/iql8FbtgvH3Eb19pex9uZnUd/4\nGjxnuhm7Rwnbc7Dd3sFKanng/fl8/iwWkwt4dfv1PWMZjlmGIGV61FYzo5UZ7nfMCN6Q8JmPqlnD\nnNrp3gH7O2hy8LDzXGixHOccnulaqFuNkQ1W3F2ShUJqARZjsI8BQdkxKsgrOciCBNduQJCysEwP\njGFPB49SglwhgXo1WPTJXU6a88k5SFTC+gEEjz9YG4zgocKD0c8bVQOexyJ5JtDVweuaw5tLlEDk\n3of0PQEvmLtTUJhKyDkHP2aWFXx3GUJQPmYyze36dYiEwBPH65DxhQPzrKlIp5pWC1klG2uECSUU\n5/JnUDVrY+eYjYqWrYEAkOBDCJ0DD5ot60ZhLgXXGc9Js2OU4Y60OGe+iwTz0PBJ5HZ42GCMoVk3\nkM2r+54DHZlmnF28QKY5yGyFz+CNcg5ZrZsgRISSjDei45vrL4ISiieXPxTrfoHOHN5SqMThXfVx\nUTd7JZqOuQMQYWAkBUc+dw5f1k3YJ/8OMgtPgTEPzc2vY+3Nz6K59c2JPtOocKwq6ut/Cd+friJj\nQ98EQyffth8IIfj46kfhMg8vbHw7+rnv2fCcJkSlV+G0e2Z/hhnuN8wI3pComQ34zI8Cmrnb5H4O\nmhy8g5cOH8xxSjS5g+bCqA6aVhlUTEbSsvlECQ3PB3NbR6rtd3w3zKkqgvkePKcFUcnB6OOgyZEv\nJmFbHgzd7qnKUUKxklrChr4Fz/f2vI5jp3EdQOCeKAmd6jifvyuF+XdAZ/6lu4MHAKv5IPS8qa+P\n/DcfFajvwGIMgh38TXEbrHBwgqfrwbHNUDrSvM5hoBFKxsQxHDQBgIrBok+CBzvmxY7PfDTsZqzz\ndxyHHZegORoShICgTwdvCIJXDCXZ4wSeU0GGBQF5SiJ53DBwrCoIAUwa/3zqsDB0G67jD5Rnciys\nhEYr6/HN4SVyF0CIiHbtSt9nQ07JQiDC0Ne05+hwzG0o6ZOxzt/dbt7FHW0dj5Qejs2MqBuiHDz7\n58TgPjapTLM75JwxBtfcgaTOgRzQeTybOw0AuKGXUVj9fqxe/kconPghUCqjsfE1MOZP9LlGQWvr\neTS3noW2862pvg9X4ZzYh+ABwEeWHodEJTy7/iJ8xlU1e+fvgv+fB0BmRisz3LeYEbwhwecL5qKQ\n81E6eAHBS5Lg4RhnB4/P343SwWO+C9eqQeqqaC0kAydNyrwoAPsoUDWqYGCYS5TgOU0ArMdBM9GP\n4PFFX6W9R1e/ml6Cyzxs72ONvlG/CgBYyp3v+XmFO2gudBG8qIPXK/O6OHcJuu/DuYdm8ES4sBhg\ntoJuRtwRCRzdYedAINE8blEJVijTyaTH6yjwDl6QhRev0YrutOEzH7kY5+84DpvgdUckCGMQvEIY\nlVAdcw7PEZLIUoKKMbxzKC/a+GL6gC2nh0ZYUDqQ4E2hg0cFBWr2PFyr3LfbQQlFUc0PfU3z+Tsl\n5vk7bq7ysZUnYt0vB++s5XkW3qQELwo5z0UOmv3kmbtxJhs4gvI8PCrIyMx/GIn8Q2DMPVTCYrXv\nAgCa289PtYvHCd7KAQQvKSXxwcX3o2xU8E71PQB71UochIoQ1RJsc/t7zrBmhu8NzAjekOAPr1Ki\nV6I5ygyezIKFdJxZeFFEwggELyAhLJq/AxBGJQQVL+8IjVZ2ujLwOsc43zcDj6PjpGkE9sdiOnrI\n8QfCWmtwZ43bpp+df3/Pz6MMvC6JZiIlQxTpng7eg/mzqPuA7Fs94bTHFYwxyGBwiDC1kHMOTvDq\ntWBhn6EkcqQ9NgjPtdIYDppAh+AphEAfELY7LqIMvCl08E6kVyALMq4dJsGjPANvV8h5bniCVxvT\nSZPIOVBCRuq0N/U1AJ0OzlGgGeUE7j+nmEjKyORUbG/Eq8SIQs8HyjSLaDnaUA7RfP4uToMV07Xw\n7a1XkVdyuFS6GNt+u8ElmjwLb1KCV7XqSIgJqKLa46B5EApqHgUlj+uNmz3fsRKaCNntw1GR+J4d\nPWd9V4deeXVq77WmbYCAYKVPRMJuRGYr6y8A6DZY2XtsZXUBzLPCYvIMM9xfmBG8IdEvIgEYVqIZ\nEATBDxbScZqs8AyrURw0+1W0uqMSjjLsnM9mzanFXgfNfQhelIUXGa107I8jJ019c8D7VaD6FnwA\nqeRiz++qOzoSSannPQkhke1/N2RBgi+mQAlQbd0Z9c8+dBiOBokQ+ESC1gr+lmnN4MlKkIXXqLug\nghqGTR8vgqf4JhwGZJL7V4gHYZodvHrMGXjdEKiAc7nT2Gxvx1p4GoSWre/t4NUNZLIKBPHgx1Gu\nEJgqjZuFJyuBQ2q7PbyxghV2+3jMwlGgE5FwMAleWM7ANJyx5hQHIZF9EIRKaNf7yzSLI8zhmdpN\nECpBTu21ux8Xr2x/F6Zn4anlD8dursLBO3iKHxzX+ggy336om3UUlHB2u4+D5n44mzsFzdGjgigA\nyIdM8GxjAwBDsvAoCBHR3HoObJ9RiHHBGMOatoH5RAnKEEZypzIncTK9gtfLV1C3Gn0jEjikxMxo\nZYb7FzOCNyT2RiQ0QIgYzZHsByooIFQGcQ1QQmOWaO5AomJktTwMujPwos9IKFgoQXKP0GiFO2jO\nJbsjEnIwtJDg9clpyxeDRU+90iF4QCDT5BW/QU6ar26/jiKl8IRUz+yDbbloNUwU5/d+v5m8Cst0\nYZm9Rg2pkBzcLA/OjDouqHPJqqB0hZxPx0UT6GThCVImnME7PgTPci3kiA8N4tgmJlQIzkGVEugx\nRyU0OcGT45doAohyHw+ji6c5vR08x/Ggt+yhDFYAgFKKfDGJalkfq0OVDq9Rzx7+Huc7wUI+N6Z8\nNw5wxcAwMta4A8+BQAaYyD4I16rCMfYWy7iy5aA5PM/R4JplKKkHQIiw77aj4Ln1F0FA8OTKh2Pb\n525QKgVOjGG8zCQzeIZrwPSsTkTCPg6a/XAmdwoAcCOUaQLBc48QEdZhEbyws53IXUB67oPwnCb0\n2ndjf5+61UDbNfY1WOlGYLbyJHzm45vrL8Exy6CC2netJqlBUdeezeHNcB9iRvCGRMWsghKKfFhx\n8+w6BDk39IJQkDLw3BYyUio2kxXGGLbaO5hPzI1UtRz0MJHDCqVxhE6Q3Rl4XtQl7ZrBS+4leIoq\nIZGSOh288KbtGNtISynkldxAgvd2+Q2olOwJMOZhyqWFvXM3g+bwFnOBvG+ndbjB0eOgGRI8KiSg\n85DzPt3RuJDJqfBcH6BpyARwXRPtKWXGjYrt5g1IhMAZolgzCFTkHTzETvB4yHl2Ch084HDz8HbP\n4HWkh8MRPAAoziXhOn5UmBgF2ZCkEXf4e7Doto88IqFRN0DIcF32aQSeA/vLNEtRVML+hZtInhlj\nPMKatoGbzdt4uHQh6iROC6JSgO80oRBhIonmngw8cweEiAc6aHKcDQne9WaH4BEiQEouwTG2pu5q\nCQBWOyB4zz3TgpT5EECEoIsXs8kLf3YPS/AA4IOLj0EVFDy//iJcqwpRneu7Vps5ac5wP2NG8IZE\nxaiioOQhUAG+Z8P3jKEMVjgEKQ3fbSMnp2Pr4DXsJizPHt1B0yyDEHHP/GAqvNkdJcErGxUkRBUp\nMRl28AgEKbuvRBMI5vCadROu6+25aa+kl1C3GnsW3g2rBS2sQqqJXnlmPwdNjkxubxYeABQzwUPX\nMnb2de08DtDDDpokpqC1LKQySpT1Nw1wUuz5gZw2fYzm8OqtmwAAQRk94Jwj6uARgrYbM8ELO3j5\nKRG809mTEIlwKEYrLUfv6eBF0sMRCF6hFBqtlEeXwiqhTIvL7A4C8z0ozEHdZ5Gc7ijQrBnI5FQI\nwsGP7PmlNAgBttfjzVtVs+dBqAy9j0yzE3a+fwfPCq+1OA1Wnlt/CQDwsZWPxLbPQeBzmKtqdiKC\nx6WsBaXjoCkO4aDJcSK9AolKPR08gMs0Wd8ua9yw9btwPQXXrhp49y0d6eL74VpVtGtXYn2fu2MQ\nPFVU8MTS46COBoAN7IwKch6ESjMnzRnuS8wI3hCwXRsNu9Ulz+xIB4cFN1qZk5KwPRumO3r1eTfG\nctBkDK5Z7lvRKiQXYTMWdc4OGz7zUTarQa4cIXCtBgQpA0IFtHUbiioOnNPhRiuNmtFlfxzo6k+k\ng9mE3Xl43y2/iWK42JTU3sV9x0GzTwcvvzcLDwCkcAg/QxiuN24O+2cfCYzwO5alNPSWNTUHTQ5u\ntOI4wb8zlI4UjDxNtEOTnVRy/JkgQkUwIoQmKzFLNO2A4GWnJNGUBAmnsidxt7UOw52ug65ma8iE\n1viCmEKjFkoPh5gt44iMVsaKSlBgMoo0fDhDZOG5dg2UAAYkCDQ+SeEocGwXRtsZav4OACRZRGEu\nhZ2tFnw/vm4KpRISuYvw7Dpqd/8ERvNa1CmKws4PIHjB/J0MecxZ192wPQcvbb6CjJzGo6WHY9nn\nfuAdtmU5gYbVHLuQx+WdBSUH166FDprDz9ELVMCp7Amsa5s91yzPFbSmHNfj2k14Tgv1RhYAwTtv\nbCKz8BQAgubWs7Ea/KyPQfAA4OnVj6IkhM93pf+xJYRAUhfgmOWpzA/OMMNRYkbwhsB2O5ANlnZF\nJAgjdfCCxVlRChbScRgajOOg6dmNgQ+ThdQ8mj4DceM1iRgWTbsF13cxlyiBMS8IJw2PsaHb+0oI\nI6OVihHYHysd++PVFJ/D661qvrbzBgphRVza1b2pbusgpLPfbnCysruDR8UEfCqjIFC8WXlnlD/9\n0GE6QXVfRAaMTc9ghYMfM8MMw84pieYtjxosnDkthrNo44IKSmiyEn8HjxI61ZDt8/mzYGCR9fq0\n0LI1pMNrjooJNMaUaAJAbcyoBIsqyFGC6hDnnxFW9t0J5LuTgt9nRulyLixn4Dr+WCR4P2TmnwCh\nMrTyt7Bz7d/h7nf/Kbbe/TxQ+y5WJQm1fSSart2Ea1WhpE8N3ak6CK/uvA7DNfDk8ocPhYBzJ80F\nSQYDG1uNE4Wcq/l9XR73w9ncaTAw3Gp2TL0Oy2jFDuWZ5XKn2FKvS0gWHoVjbsNoXI3tve5qG1AF\ndWT57Wp6GeeTwXPdoIOfb1JiEYAfeRPMMMP9ghnBGwLbWkjwxgg55+BOmvkwSLvlTC6fGcdBc1Do\nJ9CJShDhwfcm7zCOip12JyLBs4MMPEHOwfN8mIbbNwOPoxOVECxo5ETH/jiKStA6D722Y+Bq7RpW\n5eB1YhfBY4yhsqMjW0hAlPYuGqKw88ZeO3xFKSFHCd6qvj3Kn37ocEOnR8ELzstpRSRwcIKnhWHn\naUKOTdi54rXhMoZC+uRE+6FCYjoEz24hJ2en5g4IAOeiPLzrU3sPn/nQHB1JQkHFJAihI7lDcmQL\nCVBKxpJoAoAnpUEJQV27e+C2jXAbOkIxL25EOYH54U2QpmG0AgBKahWrj34K8+d+EpmFJyGp87C0\nm2huPIOfSiv4z4Uadm78Hlrlb8Oxqj2dHCuKRzgV2+fh2XdPLU8n+243pCgLL+gMjSvT5B28oprv\nctAczaW1k4d3M/qZqBRBBGXqBM8KRxvqjQwWV4Nz7eqbW8gtfQwA0Nz6RixdPNtzsN3ewWp6aSwD\nrHPJ4Lp9uTa4cBWNdMxkmjPcZ5gRvCGwrQekaK9Ec/QOXjasXjet+AjeSBl43GClj2Qhp2ShhYoe\n9wiy8CIHzUSxi0TnYbQDGdB+Hbx8qb+TpmNsYTE5D5EIPR28NypvwWMe5kUxdNjqdEf0lgXbclGa\n7x9srKgSZEVEq75XziapJYiEoNnemjgnaZrwvWDR6NoBsUtnpuegCXR1PRvB+Z85JmHnnu8hQzy0\nIEAIpYPjQhCToclKfB1wxhiaVhPZKYScd+Ns7hQIyFSdNHWnDQYGlbCekPNUWoYkD999EQSKXDGB\nWrk91iJSlINFutbub7zUDd7BU0fsrsQJbkQzCgmeltEKEEo1s+dQWP0Elh/6b7H6yKdQOv2juIUk\nLJ/BqL+F2p0/wsaVf431K59D5fZXoNfejLo6cRmsbOnbeK9+AxcL5zGfHH9+dhTwGbwUggfluE6a\nfAYvp+S6OnjDF2qBjpNmd9edEAIluQLXqsCfotzabq+BMaDRyOCJj5+Boop498oWBLmERP5h2O11\nmK3Ji0Ub+iYYGFbT48nnM3DhMIa/2vruQEk2J9azqIQZ7jfMCN4Q2NYCUtSRaAY39WFCzjk4wUsg\nWJDE4aS51d5BWkohOYJ0ixM8sc/DhBIKTwj25VpHR/C6Q85FJQ/jAIMVICAQVCBdTpphVIKxDYEK\nWEotYl3fhB86fL228yYoAMW3ICqlnurgfgYrHNl8YPu/e4HJJTwFSnGlEp9MJW6wsEPb1oO/e9oS\nTVkRoSZE1GrBLScvSsciKqGi3YZMCGxhcvkjFVRQQmDHKHHW3TZc5iE3hZDzbiREFSczK7jVvAPb\nm44DX8vWQAHI8EHFJDzXh9Y0RyIuHMW5FBzbg94aXWnA8+ws42BJFo9TyMaY2TYqIonmCMepOJ+C\nINLYjVb6QZBSSBUu407iDH6z2YZw6r9E4eTfQiL/MJhnQq98B5Wb/wHt+hUQQYWUiMeNtGOucjjd\nOyBwy6ViEirPwpugg5eR05CoGJmeDeugyZGR01hIzOFm83b0XAOmL9NkzIfdXodhpeEzCUurWTx4\naQGG7uDOjRpyi08DCLp4k4IXZVeHCDjv9zk9qwpbSEJzdLy280bf7bpjlWaY4X7CjOANgW2901kC\nwu4WoRFpGwZ8WzWs/E3qpOn6LipmbWQHzSDknESGILtBpWAhqR+BXKE7IqHbyKa9TwYeB6UUuUIC\n9WpQ1Zd2OWmuppfh+A52jApsz8GVyts4mywicNjqJbs8IqFfBh5HJqfCdf2IfHLw45qnBFcqx1Om\n6fkeRBZUM3UtIHjTlmgCwTGrVTyACMgJIipmrWdhchSohtEARO5/PYwC7qTpuXulu+OCd/qnEXK+\nG+fyZ+AyD7eat6eyf83RkOiOSGiYYGy0+TsOPhtbHWPGLJMKjCiYc/DiXHB1aL6P0hFGJHQ6eMN3\n2QWBYn4xjcqOBtc5HPOIubAAWvN9ZOY+hPkzP47VR/8xFi/+PeSW/wbUzFnkFj8ey/yd47t4cfNl\npKQk3jf/yMT7GwWiXAD1DBCMF3buMx91q4GiUtjjoGlYLppt++CdhDiTOwXDNbGpd57XMjdaCefk\n4oZjbIP5DiqVNOYW0xAlARceCa6Pq29sQU4uQ82eh6XdhqlNNtPLxyrG6eBxv4FM6gQA4Nm1F/pu\nJ4hJCGJ6JtGc4b7DjOANgS29DJlKSEvBgt+1GxCl4TPwAEAIQ8QlFty8WxMSvLJRhc/8keSZQDCD\nJyoFkAFyNDURSF20I5ArlI0qRCIgr+S6uqRdGXgH5LTli0nYlgdDtyHKhR7749VoDm8Db1WvwvYd\nPJYPZhjEXWS3sj3YQZOjM4fXK4PhVdgVOYm3a+8ey7iEht2EGp66zVDBdVgEz3MZqJBGmgRFirgi\nQ8aFHla5E8nJF/A8C495VmzEtWFPN+S8G+fzQY7je/WbU9l/y94VkVAfPSKBgxdfamPM4RXSwYJP\n9PYnh0FEgo26z6Li3lGgUTOQSAay8FEwvxwYKJW34sldPQjFMCqhO/6EEAoluYLc0tNYOP9TyC4+\nGct7fXfnTWiOjo8sfRDShNLqQTANJ3oWdENUiiDwkaVkrA6e5uhwfRcFtddBkzGGf/aF7+CXfutF\naMZwXfR+gefT7uBxg5VaPYOlE4GKaWE5g1wxgRvvlmGZLnKLHwcANDefnei91rQNEBCsjNHB49LX\nTPoEHio8iHfr17Gp91/XSIlFeE5zqrLWGWY4bMwI3gFgjGFbL0fW/b7vwHf1kRw0AYAKMghVQL3g\nBjKpRHMsB023Dd9tD7QMBoB0KJ+xj0A+VzYqKCWKoIR2OnhSrisDT9r39fkSd9drd+yPrTIY8yKC\nt65tRFKNM4ngO9zdwavs6BAlum/FPDsgC6+Tk5SG4Zq4MaVuyCSoWw0ohMAHgdZ0QSnpGyAfN/gc\nHiMpKPBAEJD6o4RnBV3jfAxzQVQI/j6FAGZMCwWegTdJB48xD7W7f4qd618EY4MLDudypwFMz2il\n5fSGnEfmIWN18EKCVxm9gydJKRgMSLL9F9GuXQcB0GIUCXG6M6qD4PtBoPs4JJgbrWxNYQ6vH3jY\nefUQ4k++eQjZd1/7o3fwpd95Gcaujhov4hUFAbUxRhlq3EFT6XXQfP16BTc2Wmi1HXz5ueFmYc/2\nmcMT5SwEMT01ghcZrNQzWAoNVgghuHh5EZ7r4/o7O1DSJ6GkT8FsXYM15udgjGFN28B8ogRFGP35\nFPkNqHN4evWjAIBvDOjizWSaM9yPmBG8A9B2DRiOGQW5emM4aHIIUgbM1UEJnbiDN5aDZjR/N3gg\nfS69ApcxsBhcPkdB2zGgu+0ep1KegTfMDB7Q7aQZLBylxALAfDhmJSJ4t1treL18BTk5iwwJFrvd\nDpqe56NeaaM4n9q3Q5sZkIVHxSQIVZAPr6wrxzAuoW41kSAEPpWgtUyk0vJUQ845OMFzvQQIgBQ5\neqMVydXhMYaFESMSGrU2tOau7z4keCoBtJicNLlEc9wMPN+zsHPtC2jtvAij8U60OOsoJEI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KDEFpNwUMi5azex9e5vw2xdh5p9EAsP/kxk5DQIkUxzn7iEhcQcMlIa79VvxDa/ozk6KAAJPmhP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\nrbRIJuPGE5vdkEqnVbxx6HoATsTMzeMBbx99Q2Z9sdZoBcAdqi3TLOaWA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WDdIkxye+h6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lYwWRN0ceTadn7xeBfPPtbFrn3mhapni16sBPOz8MJFH26a3U86MYRDUXBqDkbjMz/wp/ff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\nIYQQQghRJSTAE0IIIYQQQogq8f8DCo5mR2cw3n0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ddaaac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(15,7))\n",
    "plt.plot(monthly_ic.minor_xs(10))\n",
    "plt.hlines(0.02,monthly_ic.minor_xs(10).index[0],monthly_ic.minor_xs(10).index[-1] , linestyles='dashed', alpha=0.5)\n",
    "plt.legend(monthly_ic.minor_xs(10).columns)\n",
    "plt.title('TenDay_IC')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step6 检验IC是否满足正态分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                 mom        pb       pcf        pe        ps\n",
      "date                                                        \n",
      "2013-01-31  0.004785  0.050856  0.012564  0.009948  0.031164\n",
      "2013-02-28  0.020779  0.111909  0.013928  0.048823  0.077357\n",
      "2013-03-31  0.053844  0.029067 -0.008413  0.016459  0.029380\n",
      "2013-04-30  0.021387  0.040918 -0.015766 -0.012950 -0.003285\n",
      "2013-05-31  0.058286  0.091755  0.026286  0.055342  0.083892\n",
      "2013-06-30 -0.003691  0.021544  0.014001  0.011619  0.020291\n",
      "2013-07-31  0.056948  0.034138  0.014027 -0.014912  0.013659\n",
      "2013-08-31  0.062054  0.091625  0.009307  0.065409  0.086097\n",
      "2013-09-30  0.064684  0.037624  0.001609  0.014925  0.020132\n",
      "2013-10-31  0.035302  0.083892  0.016070  0.076236  0.095498\n",
      "2013-11-30  0.114354  0.031491  0.007191  0.013942  0.027112\n",
      "2013-12-31  0.068864  0.017526  0.026543 -0.010593  0.018999\n",
      "2014-01-31 -0.013510 -0.014301 -0.007813 -0.015837 -0.045511\n",
      "2014-02-28  0.092932  0.093422  0.035138  0.061151  0.105582\n",
      "2014-03-31  0.095301  0.098701  0.028329  0.084741  0.110918\n",
      "2014-04-30  0.125769  0.013047  0.008432  0.008863  0.001608\n",
      "2014-05-31  0.074111  0.045540  0.012630  0.038131  0.048635\n",
      "2014-06-30  0.086206  0.018136  0.002768  0.014717  0.014594\n",
      "2014-07-31  0.048021  0.126332  0.022084  0.073448  0.119938\n",
      "2014-08-31  0.112172  0.006788  0.018352 -0.009588 -0.006298\n",
      "2014-09-30  0.077706  0.072147  0.028545 -0.012312  0.054212\n",
      "2014-10-31  0.093828  0.076045  0.031283  0.038944  0.068544\n",
      "2014-11-30  0.039233  0.045082 -0.030222 -0.000895  0.029037\n",
      "2014-12-31  0.039032 -0.017319 -0.012159 -0.003804 -0.016956\n",
      "2015-01-31  0.029888  0.159162  0.041779  0.103868  0.151677\n",
      "2015-02-28  0.109438  0.072133  0.015750  0.025018  0.055891\n",
      "2015-03-31  0.102471  0.066999  0.006639  0.040443  0.077044\n",
      "2015-04-30  0.073989  0.079634  0.009831  0.061640  0.084842\n",
      "2015-05-31 -0.007933  0.100337  0.013449  0.009577  0.082979\n",
      "2015-06-30 -0.003519  0.134795  0.037521  0.103062  0.129388\n",
      "2015-07-31 -0.082914  0.120732  0.033160  0.057836  0.120762\n",
      "2015-08-31  0.050629  0.074777  0.031038  0.053682  0.071601\n",
      "2015-09-30  0.172001  0.045252 -0.003561  0.041142  0.066895\n",
      "2015-10-31  0.062038  0.045907  0.020746  0.037405  0.084864\n",
      "2015-11-30  0.118078  0.089673  0.002221  0.060695  0.097805\n",
      "2015-12-31  0.115163  0.098008  0.027353  0.052678  0.090622\n",
      "2016-01-31 -0.003784  0.074854  0.031087  0.048825  0.070399\n",
      "2016-02-29  0.022278  0.036300 -0.000550  0.025112  0.037250\n",
      "2016-03-31  0.053163  0.065171  0.004231  0.050706  0.076001\n",
      "2016-04-30  0.134275  0.060431  0.023374  0.032154  0.051258\n",
      "2016-05-31  0.065401  0.050397 -0.013127  0.045587  0.056839\n",
      "2016-06-30  0.064219  0.063859  0.004737  0.061849  0.069125\n",
      "2016-07-31  0.039492  0.079150 -0.002447  0.025311  0.039406\n",
      "2016-08-31  0.141407  0.050215  0.000325  0.030893  0.065651\n",
      "2016-09-30  0.101258  0.054624  0.003348  0.027781  0.038493\n",
      "2016-10-31  0.079584  0.034529  0.008364  0.013738  0.020173\n",
      "2016-11-30  0.039446  0.036758  0.014766 -0.015121 -0.002392\n",
      "2016-12-31  0.062203  0.039172  0.002408  0.006950  0.014573\n",
      "2017-01-31  0.068083  0.011726 -0.006189  0.014407  0.001087\n",
      "2017-02-28  0.111097  0.042555 -0.004335  0.015375  0.024824\n",
      "2017-03-31  0.044315 -0.019421 -0.008895 -0.012111 -0.027085\n",
      "2017-04-30 -0.032128 -0.031388 -0.001273 -0.010068 -0.036679\n",
      "2017-05-31  0.028180 -0.024874 -0.019270 -0.014071 -0.045688\n",
      "pvalue One_Day is normally distributed [ 0.49246185  0.97102213  0.75538657  0.38014526  0.72875407]\n"
     ]
    }
   ],
   "source": [
    "from statsmodels.stats.stattools import jarque_bera\n",
    "\n",
    "print monthly_ic.minor_xs(1)\n",
    "_, pvalue1, _, _ = jarque_bera(monthly_ic.minor_xs(1).dropna().values)\n",
    "print 'pvalue One_Day is normally distributed', pvalue1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 7 计算IR"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "OneDay_IR: mom    1.259046\n",
      "pb     1.333593\n",
      "pcf    0.625310\n",
      "pe     0.926724\n",
      "ps     1.049582\n",
      "dtype: float64\n",
      "FiveDay_IR: mom    0.846624\n",
      "pb     1.167643\n",
      "pcf    0.574126\n",
      "pe     0.709069\n",
      "ps     0.944523\n",
      "dtype: float64\n",
      "TenDay_IR: mom    0.502525\n",
      "pb     1.160337\n",
      "pcf    0.542430\n",
      "pe     0.663134\n",
      "ps     0.916273\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "# IR = mean/std\n",
    "\n",
    "def IR(df):\n",
    "    return df.mean()/df.std()\n",
    "print 'OneDay_IR:', IR(monthly_ic.minor_xs(1))\n",
    "print 'FiveDay_IR:', IR(monthly_ic.minor_xs(5))\n",
    "print 'TenDay_IR:', IR(monthly_ic.minor_xs(10))"
   ]
  }
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